Seminář
z umělé inteligence I a II
historie semináře
Roman
Barták, KTIML
This is a page showing history of the seminar. The content of the current seminar is available here.
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Seminar LS 2023/2024 (NAIL052):
Úterý (Tuesday) 14:00 - 15:30, lecture room S6 (Malá Strana, 2nd floor) |
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Seminar will run in Czech or English (depending on students attending) and it will be organized as a series of presentations of research papers followed by Q&A and evaluation of each presentation OR solving some Kaggle challenge.
For presentations, we will focus on hierarchical (HTN) planning. We expect to cover the following topics:
- semantics of hierarchical planning models
- hierarchical planning
- hierarchical plan verification
- hierarchical plan correction
- hierarchical plan recognition
- hierarchical plan repair
- learning HTN planning models
This is a list of papes to start with; students can also (and are expected) bring own papers, but they must be approved by the teacher:
- Kristýna Pantucková, Roman Barták: Using Earley Parser for Recognizing Totally Ordered Hierarchical Plans. ECAI 2023: 1819-1826
- Songtuan Lin, Gregor Behnke, Simona Ondrcková, Roman Barták, Pascal Bercher: On Total-Order HTN Plan Verification with Method Preconditions - An Extension of the CYK Parsing Algorithm. AAAI 2023: 12041-12048
- Simona Ondrcková, Roman Barták: On Semantics of Hierarchical Planning Domain Models with Decomposition Constraints and Empty Methods. ICTAI 2023: 349-353
- Roman Barták, Simona Ondrcková, Gregor Behnke, Pascal Bercher: On the Verification of Totally-Ordered HTN Plans. ICTAI 2021: 263-267
- Roman Barták, Simona Ondrcková, Gregor Behnke, Pascal Bercher: Correcting Hierarchical Plans by Action Deletion. KR 2021: 99-109
- Roman Barták, Simona Ondrcková, Adrien Maillard, Gregor Behnke, Pascal Bercher: A Novel Parsing-based Approach for Verification of Hierarchical Plans. ICTAI 2020: 118-125
- Roman Barták, Adrien Maillard, Rafael Caue Cardoso: Validation of Hierarchical Plans via Parsing of Attribute Grammars. ICAPS 2018: 11-19
- Chad Hogg, Hector Munoz-Avila, and Ugur Kuter: HTN-Maker: Learning HTNs with Minimal Additional Knowledge Engineering Required. In Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence (AAAI-08). AAAI Press.
- D. Nau, T.-C. Au, O. Ilghami, U. Kuter, W. Murdock, D. Wu, and F.Yaman: SHOP2: An HTN Planning System. JAIR, volume 20, pp. 379-404, 2003.
- Robert P. Goldman, Ugur Kuter, and Richard G. Freedman. Stable plan repair for state-space HTN planning. HPlan Workshop 2020
This is a preliminary program of the seminar.
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Seminar ZS 2023/2024 (NAIL004):
Úterý (Tuesday) 09:00 - 10:30, lecture room S6 (Malá Strana, 2nd floor) |
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Seminar will run in English (Czech on demand) and it will be organized as a series of Oxford-style debates on various AI-related topics (the topics discussed in recent years can be found at the seminar history page). Each side of the debate will be represented by two students (two "for" and two "against") pluse there will be a moderator. The side to which a student is allocated does not necessarily reflect his/her personal opinion!
Debate schedule:
- prior debate:
- Each side is requested to send one reference (web link, paper, etc.) to the teacher at least one week before the debate and this reference will be publicly available through the seminar web page.
- debate day (Tuesday):
- introduction of the topic by the moderator (5-10 minutes)
- initial anonymous voting of audience (the result will be revealed after the discussion)
- opening remarks (each speaker will have 5 minutes for the initial statement supporting his/her side; the order of sides is selected randomly at the beginning, speakers from both sides speak on a rota basis)
- intra-panel discussion (between the speakers and the moderator with chance to react to the other side; 10-20 minutes)
- Q&A (questions/comments from the audience with response from the speakers; 20-30 minutes)
- closing remarks (each speaker will have 2 minutes; the order is reverse to the opening order)
- final anonymous voting of audience
- decision of the winner (the side with the increase of number of votes wins)
Between the Oxford Debates we will include Hackathons solving selected technical problems.
To get the credit, student is supposed to participate in at least one debate and to actively participate in at least eight seminars.
03.10.
2023 |
Cancelled!! |
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10.10.
2023 |
Kick-off meeting |
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17.10.
2023 |
Groups formation and topics distribution |
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24.10.
2023 |
Cancelled! |
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31.10.
2023 |
Oxford Debate
Should AI be used in the visa issuing process?
[Public procurement]
[Public sector]
[Public sector Review]
[Public governance]
[Public administration]
[Bureaucracy]
[Bureaucracy 2]
[Bureaucratic transformation]
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M.M., R.P. (for); P.Y., K.K. (against)
before: 87% (for) - 13% (against)
after: 60% (for) - 40% (against)
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07.11.
2023 |
Cancelled! |
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14.11.
2023 |
Oxford Debate
If autonomous cars are proven to be statistically safer (and are used by the majority), should we outlaw humans from driving in regular traffic?
[Autonomy Levels]
[Human vs. Autonomy]
[Dangers]
[EU Report]
[Safety Overview]
[Safety Comparison]
[Future]
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E.C., N.T. (for); A.M., S.P. (against)
before: 33% (for) - 67% (against)
after: 70% (for) - 30% (against)
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21.11.
2023 |
Hackathon
How can AI help in personal travel (business/vacation)?
Team A: AI travel assistant with real-time updates
Team B: Planning a good trip completely
Team C: AIdea: Webapp for trip planning
Team D: Fully virtual tourism |
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28.11.
2023 |
Oxford Debate
Should research and development of general models more capable than GPT4 be paused?
[AI regulation?]
[AI regulation in EU]
[AI pause]
[AI open network]
[Pause is mistake] [AI needed for Climate Crisis]
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F.B., V.B. (for); P.D., J.P. (againts)
before: 22% (for) - 78% (against)
after: 14% (for) - 86% (against)
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05.12.
2023 |
Hackathon
How can we improve trustworthiness of AI systems?
Team A: user confidence; market evaluation
Team B: user education and market
Team C: understanding limitations, measuring correctness
Team D: comparison to human, certificates, transparency
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12.12.
2023 |
Oxford Debate
Will AI techniques destroy more job positions than they create?
[OECD Report]
[Industry Perspective]
[Future of Work]
[Comparative Analysis]
[Jobs Affected by AI] [BBC Report 1]
[BBC Report 2]
[WEF Study]
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J.Č., J.V. (for); A.A., P.Y. (against)
before: 67% (for) - 33% (against)
after: 55% (for) - 45% (against) |
19.12.
2023 |
Hackathon
How can AI improve live in cities?
Team A: planning a new city from scratch
Team B: new concept of public transport (with different levels)
Team C: improving current public transport by better reaction to up-to-date situation |
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09.01.
2024 |
Oxford Debate
Should AI entitites have rights and be protected?
[The Hard Problem of Consciousness]
[Consciousness in AI]
[Recognizing Consciousness]
[AI and Law]
[AI and Human Rights]
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A.A., P.Y. (for); K.E., J.N. (against)
before: 36% (for) - 64% (against)
after: 27% (for) - 73% (against |
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Seminar LS 2022/2023 (NAIL052):
Úterý (Tuesday) 09:00 - 10:30, lecture room S6 (Malá Strana, 2nd floor) |
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Seminar will run in English and it will be organized as a series of presentations of research papers followed by Q&A and evaluation of each presentation.
We will focus on large language models and their usage in general (beyond language), specifically on ChatGPT and similar techniques. This is a list of papes to select from; students can also bring own papers, but they must be approved by the teacher:
- Attention Is All You Need [paper]
- Language Models are Few-Shot Learners [paper]
- A Survey of Transformers [paper]
- Efficient Transformers: A Survey [paper]
- A Generalist Agent [paper]
- An Analysis of the Automatic Bug Fixing Performance of ChatGPT [paper]
- Toolformer: Language Models Can Teach Themselves to Use Tools [paper]
- How Good Are GPT Models at Machine Translation? A Comprehensive Evaluation [paper]
- Attention-based C-BiLSTM for fake news detection [paper]
- A benchmark study of machine learning models for online fake news detection [paper]
- Dissociating language and thought in large language models: a cognitive perspective [paper]
- Sparks of Artificial General Intelligence: Early experiments with GPT-4 [paper]
HackAPrompt - a challenge to trick large language models worth money prize for winners.
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Seminar ZS 2022/2023 (NAIL004):
Úterý (Tuesday) 9:00 - 10:30, lecture room S8 (Malá Strana, 1st floor) |
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Seminar will run in English (Czech on demand) and it will be organized as a series of Oxford-style debates on various AI-related topics (the topics discussed in recent years can be found at the seminar history page). Each side of the debate will be represented by two students (two "for" and two "against") pluse there will be a moderator. The side to which a student is allocated does not necessarily reflect his/her personal opinion!
Debate schedule:
- prior debate:
- Each side is requested to send one reference (web link, paper, etc.) to the teacher at least one week before the debate and this reference will be publicly available through the seminar web page.
- debate day (Tuesday):
- introduction of the topic by the moderator (5-10 minutes)
- initial anonymous voting of audience (the result will be revealed after the discussion)
- opening remarks (each speaker will have 5 minutes for the initial statement supporting his/her side; the order of sides is selected randomly at the beginning, speakers from both sides speak on a rota basis)
- intra-panel discussion (between the speakers and the moderator with chance to react to the other side; 10-20 minutes)
- Q&A (questions/comments from the audience with response from the speakers; 20-30 minutes)
- closing remarks (each speaker will have 2 minutes; the order is reverse to the opening order)
- final anonymous voting of audience
- decision of the winner (the side with the increase of number of votes wins)
Between the Oxford Debates we will include Hackathons solving selected technical problems.
04.10.
2022 |
canceled |
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11.10.
2022 |
Kick-off meeting |
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18.10.
2022 |
Intro to AI research at KTIML, team formation |
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25.10.
2022 |
Oxford debate
Should automated trading systems be allowed to trade on financial markets?
[Algorithmic Trading] [High Frequency Trading] [HFT and stability] [HFT and Crashes] [Flash Crash 2010] [Crash 2010 video] |
P.M., M.S. (for); K.B.O., M.Ch. (against)
before: 78% (for) - 22% (against)
after: 82% (for) - 18% (against) |
01.11.
2022 |
Hackathon
How can AI help with efficent energy usage?
- Team A: optimizing industrial heating system
- Team B: adaptive street lights optimization
- Team C: balancing energy production and consumption
- Team D: smart house
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08.11.
2022 |
Oxford debate
Should AI be allowed to kill?
[Lethal Autonomous Weapons] [AI Arms Race] [Future of Warfare with AI] [Slaughterbots video] |
R.G., T.T (for); S.R., M.Z. (against)
before: 37% (for) - 63% (against)
after: 25% (for) - 75% (against) |
15.11.
2022 |
Hackathon
How to eliminate AI Bias?
- Team A: bias in computer vision (identifying examples out of domain)
- Team B: bias in ML (human in a loop, education of users)
- Team C: bias in medical field (better collection of data)
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22.11.
2022 |
Oxford debate
Should AI be used for monitoring employee performance at work?
[Monitoring Remote Workers] [Workforce Surveillance]
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Y.A., M.M. (for); G.K., M.P. (against)
before: 38% (for) - 62% (against)
after: 33% (for) - 67% (against) |
29.11.
2022 |
Hackathon
How can AI help students?
- Team A: a search tool for study materials
- Team B: constructing individual study plans
- Team C: automated student tutor
- Team D: extracting lecture notes from videolectures
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06.12.
2022 |
Oxford debate
Should user own AI-generated art?
[DeviantArt] [AI in Art Contest] [AI Copyright] [AI Art in Copyright Law]
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L.A., E.A. (for); R.T., D.W (against)
before: 50% (for) - 50% (against)
after: 64% (for) - 36% (against) |
13.12.
2022 |
Hackathon
How can AI improve life in cities?
- Team A: smart toll
- Team B: automated garbarge collection
- Team C: automated individual public transport
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20.12. 2022 |
Oxford debate
Should fully autonomous cars be allowed?
[Pros&Const] [Benefits] [Ban] [Technology]
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U.O.D. (for); P.M. (against)
before: 60% (for) - 40% (against)
after: 70% (for) - 40% (against) |
03.01.
2023 |
canceled |
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Seminar LS 2021/2022 (NAIL052):
Středa (Wednesday)
12:20 - 13:50, lecture room S10 (Malá Strana, 1st floor) |
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Seminar will run in Czech (English on demand) and it will be organized as a series of presentations of research papers followed by Q&A and evaluation of each presentation. There is also a classroom in Microsoft Teams for asynchronous discusions.
We will focus on coordination of multiple agents, such as multi-agent pathfinding. This is a list of papes to select from; students can also bring own papers, but they must be approved by the teacher:
- Multi-Agent Pathfinding: Definitions, Variants, and Benchmark [paper]
- Finding Optimal Solutions to Cooperative Pathfinding Problems [paper]
- Conflict-Based Search For Optimal Multi-Agent Path Finding [paper]
- On SAT-Based Approaches for Multi-Agent Path Finding with the Sum-of-Costs Objective [paper]
- Scalable Rail Planning and Replanning: Winning the 2020 Flatland Challenge [paper]
- Lifelong Multi-Agent Path Finding in Large-Scale Warehouses [paper]
- Autonomous and Semi-Autonomous Intersection Management: A Survey [paper]
- Multi-Agent Pathfinding with Real-Time Heuristic Search [paper]
- PRIMAL: Pathfinding via Reinforcement and Imitation Multi-Agent Learning [paper]
- Branch-and-Cut-and-Price for Multi-Agent Pathfinding [paper]
- Cooperative Multi-Robot Navigation in Dynamic Environment with Deep Reinforcement Learning [paper]
- Trajectory Planning for Quadrotor Swarms [paper]
- Decentralized Path Planning for Multi-Agent Teams in Complex Environments using Rapidly-exploring Random Trees [paper]
- Efficient path planning for UAV formation via comprehensively improved particle swarm [paper]
- Robust Multi-Agent Path Finding and Executing [paper]
- Online Multi-Agent Pathfinding [paper]
- Multi-agent path finding on real robots [paper]
- A Scheduling-Based Approach to Multi-Agent Path Finding with Weighted and Capacitated Arcs [paper]
- Safe Multi-Agent Pathfinding with Time Uncertainty [paper]
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Seminar ZS 2021/2022 (NAIL004):
Středa (Wednesday)
10:40 - 12:10, lecture room S8 (Malá Strana, 1st floor) |
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Seminar will run in English (Czech on demand) and it will be organized as a series of Oxford-style debates on various AI-related topics. Each side of the debate will be represented by two students (two "for" and two "against") pluse there will be a moderator. The side to which a student is allocated does not necessarily reflect his/her personal opinion!
Debate schedule:
- prior debate:
- Each side is requested to send one reference (web link, paper, etc.) to the teacher by Sunday before the debate and this reference will be publicly available through the seminar web page.
- debate day (Tuesday):
- introduction of the topic by the moderator (5-10 minutes)
- initial anonymous voting of audience (the result will be revealed after the discussion)
- opening remarks (each speaker will have 5 minutes for the initial statement supporting his/her side; the order of sides is selected randomly at the beginning, speakers from both sides speak on a rota basis)
- intra-panel discussion (between the speakers and the moderator with chance to react to the other side; 10-20 minutes)
- Q&A (questions/comments from the audience with response from the speakers; 20-30 minutes)
- closing remarks (each speaker will have 2 minutes; the order is reverse to the opening order)
- final anonymous voting of audience
- decision of the winner (the side with the increase of number of votes wins)
Between the Oxford Debates we will include Hackathons solving selected technical problems. There is also a classroom in Microsoft Teams.
Homework: Each student will prepare a 2-page report describing how AI can help himself/herself. Describe a problem/task that the AI system can help you to solve (for example, doing a literature review for your project). Look at existing approaches to solve that problem and suggest how the computer system could assist you in solving that problem, including ideas which techniques the system can use. The report should be like a short project propsal (this is what I want solve and why it is important; this is how it is solved so far; and this is how I suggest to solve the problem). For the report use the AAAI double-column style available at https://www.aaai.org/Publications/Templates/AuthorKit20.zip (remove the copyright from the first page).
29.09.
2021 |
canceled |
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06.10.
2021 |
Kick-off meeting |
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13.10.
2021 |
Teams formation |
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20.10.
2021 |
Hackathon
Can AI help Brits (and others) with this?
- Team A: a broad view, Uber for logistics
- Team B: global scheduling of ships
- Team C: local scheduling of port operations
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27.10.
2021 |
Oxford debate
Should we allow AI to predict human behaviour?
[Behaviour prediction][Crime prediction][Human Compatible AI][Anomaly detection]
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H.G., P.Š. (for);
M.B., T.Č. (against)
voting before: 86% for, 14% against
voting after: 55% for, 45% against |
03.11.
2021 |
canceled (foreign trip) |
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10.11.
2021 |
Oxford debate
Will AI be ever able to understand the world by itself?
[AI and unknown world][AI and consciousness][AI and understanding][General AI not possible?]
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J.H., D.N. (for); M.M., Y.S. (against)
voting before: 44% for, 56% against
voting after: 73% for, 27% against |
17.11.
2021 |
canceled (public holidays) |
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24.11.
2021 |
Oxford debate
Can human fall in love with AI?
[Asymmetrical relationship][Robot Sex][Love with hologram]
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J.K., R.P. (for); F.D., L.Z. (against)
voting before: 90% for, 10% against
voting after: 73% for, 27% against |
01.12.
2021 |
Hackathon
What is behind Covid waves?
[Czech official data] [Czech social contacts] [World data] [Google mobility]
- Team A: relations between waves (the "confirmed cases" peak is 7 days before the "hospitalisation" peak; percentage of deaths from the hospitalised is same over the time)
- Team B: effect of government restrictions ((late) goverment restrictions decrease the peak but have no effect on the trend)
- Team C: effects of vaccination on hospitalisations (instead of 4K it would be 12K hospitalised, if nobody is vaccinated)
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08.12.
2021 |
Oxford debate
Should the user of AI be responsible for the consequences of actions done by AI?
[Ethics of AI] [Explainable AI] [Responsible AI] [OECD Legal Instruments] |
J.D., D.H. (for); A.K., D.R. (against)
voting before: 73% for, 27% against
voting after: 55% for, 45% against |
15.12.
2021 |
Homework |
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22.12.
2021 |
Homework |
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05.01.
2022 |
Final workshop |
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Seminar LS 2020/2021 (NAIL052):
Tuesday 14:00 - 15:30, on-line via Zoom |
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The seminar will start by kick-off meeting via Zoom on Tuesday, 2.3.2021, when we will discuss possible formats of the seminar and we will also decide language of seminar. We will be using a classroom in Microsoft Teams to share materials and to chat, you can register here.
We are solving the Flatland Challenge during the seminar. Each team will apply some approach to solve the Flatland Challenge, prepare two presentations (progress and final) for the seminar, and a final report describing the used approach and achieved results. The length of report should be 4-8 pages using the AAAI style available at https://www.aaai.org/Publications/Templates/AuthorKit20.zip (remove the copyright from the first page).
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Seminar ZS 2020/2021 (NAIL004):
Středa (Wednesday)
14:00 - 15:30, on-line |
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Seminář začne úvodní schůzkou přes Zoom ve středu 30.9.2020, kdy se pobavíme o možných formátech semináře a také domluvíme jazyk semináře. K dispozic je také třída v prostředí Microsoft Teams.
The seminar will start by kick-off meeting via Zoom at Wednesday, 30.9.2020, when we will discuss possible formats of the seminar and we will also decide language of seminar. There is also a classroom in Microsoft Teams.
Seminář beží v českém jazyce přes Zoom s off-line informacemi sdílenými v prosředí Microsoft Teams. Seminář se skládá se z kombinace Oxfordských debat a hackhatonů.
14.10.
2020 |
Výzkum AI na MFF |
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21.10.
2020 |
Oxfordská debata
Měli bychom na národní (evropské) úrovni regulovat výzkum umělé inteligence?
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J.M. (ano), R.S. (ne)
Hlasování před debatou: Ano: 36%, Ne: 64%
Hlasování po debatě:
Ano: 21%,
Ne: 79% |
28.10.
2020 |
zrušeno |
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04.11.
2020 |
Oxfordská debata
Je za chybu AI programu při jeho použití primárně zodpovědný tvůrce programu? |
J.U. (ano), P.V. (ne)
Hlasování před debatou: Ano: 50%, Ne: 50%
Hlasování po debatě:
Ano: 54%,
Ne: 46% |
11.11.
2020 |
Hackathon
Jak může AI pomoci při studiu?
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18.11.
2020 |
Oxfordská debata
Lze použít AI pro morální rozhodování? |
J.K. (ano), A.L. (ne)
Hlasování před debatou: Ano: 45%, Ne: 55%
Hlasování po debatě:
Ano: 36%,
Ne: 64% |
25.11.
2020 |
Oxfordská debata
Měli bychom do AI systému promítat vlastní etiku? |
M.V. (ano), T.P. (ne)
Hlasování před debatou: Ano: 54%, Ne: 46%
Hlasování po debatě:
Ano: 79%,
Ne: 21%
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02.12.
2020 |
Oxfordská debata
Měli bychom omezit prostor doporučovacímu systému na internetu? |
J.Ř. (ano), V.V. (ne)
Hlasování před debatou: Ano: 77%, Ne: 23%
Hlasování po debatě:
Ano: 85%,
Ne: 15% |
09.12.
2020 |
Oxfordská debata
Můžeme věřit AI systémům? |
R.L. (ano), N.P. (ne)
Hlasování před debatou: Ano: 50%, Ne: 50%
Hlasování po debatě:
Ano: 42%,
Ne: 58% |
16.12.
2020 |
Oxfordská debata
Měli bychom se pokusit vytvořit obecnou umělou inteligenci? |
V.K. (ano), L.M. (ne)
Hlasování před debatou: Ano: 85%, Ne: 15%
Hlasování po debatě:
Ano: 38%,
Ne: 62% |
06.01.
2021 |
Hackathon
AI technologie pro Smart Cities
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Seminar LS 2019/2020 (NAIL052):
Tuesday
09:00 - 10:30, lecture room S6 (Malá Strana, 2nd floor) |
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As of March 11, 2020, all direct teaching activities are suspended. Hence instead of life presentations, each student will prepare a written report using the AAAI style available at https://www.aaai.org/Publications/Templates/AuthorKit20.zip. The length of report should be 4-8 pages.
We will be discussing problems from multi-agent path finding (MAPF), specifically various extensions going towards practical applications. Some initial resources are available on-line:
To get a credit from the seminar, each student will prepare a report on a specific topic based on literature (see above).
18. 02.
2020 |
Opening and introduction to topics |
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25. 02.
2020 |
Introduction to MAPF, distribution of papers |
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03. 03. 2020 |
MAPF on real robots |
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Jan Bodnár, Scalability of MAPF |
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Matyáš Lamprecht, traffic junctions |
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Adam Harmanec, warehouse |
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Petra Vysušilová, learning in MAPF |
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Kamil Závorka, large agents |
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Karel Křesťan, MAPF in PDDL |
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Richard Pecha, Automated Parking System |
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Seminar ZS 2019/2020 (NAIL004):
Tuesday
9:00 - 10:30, lecture room S10 (Malá Strana, 1st floor) |
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Seminar will run in English (Czech on demand) and it will be organized as a series of Oxford-style debates on various AI-related topics. Each side of the debate will be represented by two students (two "for" and two "against") pluse there will be a moderator. The side to which a student is allocated does not necessarily reflect his/her personal opinion!
Debate schedule:
- prior debate:
- Each side is requested to send one reference (web link, paper, etc.) to the teacher by Sunday before the debate and this reference will be publicly available through the seminar web page.
- debate day (Tuesday):
- introduction of the topic by the moderator (5-10 minutes)
- initial anonymous voting of audience (the result will be revealed after the discussion)
- opening remarks (each speaker will have 5-10 minutes for the initial statement supporting his/her side; the order of sides is selected randomly at the beginning, speakers from both sides speak on a rota basis)
- intra-panel discussion (between the speakers and the moderator with chance to react to the other side; 10-20 minutes)
- Q&A (questions/comments from the audience with response from the speakers; 20-30 minutes)
- closing remarks (each speaker will have 5 minutes; the order is reverse to the opening order)
- final anonymous voting of audience
- decision of the winner (the side with the increase of number of votes wins)
Possible topics of debates (send other ideas to the teacher):
- should technical subjects care about ethical and legal issues (or should these aspects be covered by experts in social sciences)?
- should we put all our effort to research machine learning (or should we also study other areas of AI)?
- should AI research be done mainly in companies (or should significant portion be done by academia)?
- should AI research be publicly regulated (or should there be no regulation or regulation of applications only)?
- should government (or other parties) be allowed to collect and process any data (or should there be strict regulation)?
- ...
To get the credits from the seminar, it is required to participate in at least one debate and to attend at least 8 seminars.
01.10.
2019 |
Opening, decision about style of seminar |
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08.10.
2019 |
Distribution and scheduling of debates
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15.10.
2019 |
Should government (or other parties) be allowed to collect and process any data?
|
L. Borruel, C. Caporilli (for)
P. Březinová, Z. Šimečková (against)
voting before: 67% for, 33% against
voting after: 42% for, 58% against |
22.10.
2019 |
Should technical subjects (AI researchers, developers) care about ethical and legal consequences of their work?
- Ethical issues [sustainable AI, Ethical Issues, Montreal Declaration]
- Bias [Racism, Sexism, Courts, Recidivist, Recruiting]
- The Blackbox Problem [def, Cars, NVIDIA, Medical, Health]
- Killing Robots
- AI Psycho
|
K. Pantůčková, K. Závorka (for)
T. De Groot, M. Strupek (against)
voting before: 91% for, 09% against
voting after: 38% for, 62% against
|
29.10.
2019 |
Should academic AI research be regulated?
|
J. Musil, M. Sochor (for)
Y. Dandarova, Y. Mu (against)
voting before: 25% for, 75% against
voting after: 36% for, 64% against
|
05.11.
2019 |
canceled (due to foreign trip) |
|
12.11.
2019 |
canceled (due to dean's sports day) |
|
19.11.
2019 |
AI Research at Charles University
- Multi-Agent Pathfinding on Real Robots (Roman Barták)
|
|
26.11.
2019 |
Should AI research be done mainly in companies?
|
M. Belák, J. Kopál (for)
J. Bodnár, M. Šerý (against)
voting before: 15% for, 85% against voting after: 36% for, 64% against |
03.12.
2019 |
Should we put most effort in AI to do research of machine learning?
- history of AI [article, wikipedia]
- ML vs. AI [not the same, no AI w/o ML, AI or ML, what is AI/ML, difference AI/ML]
- Hassles of ML/DL [DL Overhype, Holy Grail, Understanding, AI Future, AIvsML, More than ML, No ML, No ML2]
|
E. Düzel, K. Riahidehkord (for)
K. Křesťan, R. Pecha (against)
voting before: 30% for, 70% against
voting after: 54% for, 46% against |
10.12.
2019 |
AI Research at Charles University
- Automated Planning (Roman Barták)
- Topics of possible thesis
|
|
17.12.
2019 |
Is the risk of future AGI/Superintelligence takeover real ?
|
J. Musil, M. Strupek (for)
J. Balhar, Y. Dandarova (against)
voting before: 11% for, 89% against
voting after: 25% for, 75% against |
07.01.
2020 |
Legal and Ethical Aspect of AI (Jan Hořeňovský, Faculty of law) |
[PDF] |
|
|
Seminar LS 2018/2019 (NAIL052):
Monday
12:20 - 13:50, lecture room S7 (Malá Strana, 2nd floor) |
|
We will be solving problems from areas such as multi-agent path finding, adversarial search, computer vision, machine learning, etc. using a swarm of Ozobot robots. The focus will be on AI (not on robotic hardware), the particular problems will be selected based on interest of each student. MAPF Scenario program by Ivan Krasičenko availabe for download. Draft of paper Multi-agent Path Finding on Real Robots in PDF. Development version of Ozoblockly that supports IR communication between robots is availabe here.
Teams:
ID |
Project |
Students |
Materials |
T1 |
OzoTrack (visual map reconstruction and robot tracing) |
Antonín Jareš |
vision [PDF] |
T2 |
OzoCar (adaptive tempomat and overpassing) |
Martin Strupek
Richard Eliáš |
vision [PDF] |
T3 |
OzoCity (reactive path finding and collision avoidance) |
Jan Frauknecht
Martin Šerý
|
vision [PDF] |
Preliminary program:
12. 02.
2019 |
Opening and introduction to topics |
|
25. 02.
2019 |
Working groups forming, task distribution |
|
04. 03. 2019 |
Initial presentatiosn of teams' visions |
|
11. 03.
2019 |
teamproject reports |
|
18. 03.
2019 |
homework |
|
25. 03.
2019 |
homework |
|
01. 04.
2019 |
homework |
|
08. 04.
2019 |
progress reports |
|
15. 04.
2019 |
homework |
|
22. 04.
2019 |
Easter holidays |
|
29. 04.
2019 |
homework |
|
06. 05.
2019 |
final reports |
|
13. 05.
2019 |
cancelled due to foreign trip |
|
20. 05.
2019 |
cancelled due to foreign trip |
|
|
|
Seminar ZS 2018/2019 (NAIL004):
Monday
17:20 - 18:50, lecture room S8 (Malá Strana, 1st floor) |
|
Seminar will probably run in English (Czech on demand) and it will consist of presentations from students. Each student will present one lecture, about 60 minutes in duration plus discussion. To get the credits from the seminar, it is required to give the presentation and to attend at least 8 seminars.
01.10.
2018 |
Opening, decision about style of seminar |
|
08.10.
2018 |
Distribution and scheduling of talks
From Abstract Models to Executable Models for Multi-agent Path Finding (Roman Barták)
|
|
15.10.
2018 |
Attribute Grammars for Modeling Planning Domains(Roman Barták) |
|
22.10.
2018 |
Multi-agent (Deep) Reinforcement Learning (Martin Pilát) |
|
29.10.
2018 |
Swarm Robotics (Jan Kubový)
|
|
05.11.
2018 |
Intelligent Intersection (Věra Škopková) |
video, |
12.11.
2018 |
canceled |
|
19.11.
2018 |
Consciousness (Martin Červeň) |
|
26.11.
2018 |
canceled
|
|
03.12.
2018 |
Autonomous Cars: Future of Driving (Igor Slovak) |
|
10.12.
2018 |
Ethics in AI (Věra Kumová)
|
|
17.12.
2018 |
Generative Adversarial Networks (Aydin Ahmadli)
Deep Stack (Tomáš Pavlín)
|
|
07.01.
2019 |
canceled |
|
|
|
Seminar LS 2017/2018 (NAIL052):
Tuesday
09:00 - 10:30, lecture room S11 (Malá Strana, 1st floor) |
|
We will be solving problems from areas such as multi-agent path finding, adversarial search, computer vision, machine learning, etc. using a swarm of Ozobot robots. The focus will be on AI (not on robotic hardware), the particular problems will be selected based on interest of each student.
Teams:
ID |
Project |
Students |
Materials |
T1 |
Warehouse simulation
(pickup and delivery) |
David Nohejl
Věra Škopková
Chaman Shafiq
|
vision [PDF]
progress [PDF], video1, video2, MapsEditor,
GitHub [TrackDesigner, OzocodeGenerator, CBS]
final [report, presentation, video]
|
T2 |
Manufacturing |
Surya Prakash Chembrolu
Felipe Vianna
Yuu Sakaguchi
|
vision [PDF]
progress [PDF], video, GitHub
final [report, presentation] |
T3 |
Reader |
Alexandra Maior
Marek Černý
|
vision [PDF]
progress [PDF]
final [report, presentation] |
T4 |
Machine Learning |
Zdeněk Tesař |
vision [PDF]
progress [PDF], demo.code |
T5 |
Colourly |
Tomáš Karella
Tomáš Novotný
Vladimír Patík
|
vision [PDF]
progress [PDF] |
Preliminary program:
20. 02.
2018 |
Opening and introduction to topics |
|
27. 02.
2018 |
Working groups forming, task distribution |
|
06. 03. 2018 |
project visions (teams T1,T2,T4) |
|
13. 03.
2018 |
project visions (teams T3,T4) |
|
20. 03.
2018 |
discussions |
|
27. 03.
2018 |
free discussions (cancelled due to a foreign trip) |
|
03. 04.
2018 |
progress reports (team T1) |
|
10. 04.
2018 |
progress reports (teams T2,T4) |
|
17. 04.
2018 |
progress reports (teams T3,T5) |
|
24. 04.
2018 |
discussions |
|
01. 05.
2018 |
cancelled (Labour Day) |
|
08. 05.
2018 |
cancelled (Victory Day) |
|
15. 05.
2018 |
final reports (all teams) |
|
22. 05.
2018 |
cancelled due to a foreign trip |
|
|
|
Seminář ZS 2017/2018 (NAIL004):
Tuesday
09:00 - 10:30, lecture room S1 (Malá Strana, 4th floor) |
|
Seminar will run in English and it will consist of presentations from students. Each student will present one lecture, about 30 minutes in duration plus discussion. To get the credits from the seminar, it is required to give the presentation and to attend at least 80% of seminars.
03.10.
2017 |
Opening, decision about style of seminar |
|
10.10.
2017 |
canceled |
|
17.10.
2017 |
Distribution and scheduling of talks |
|
24.10.
2017 |
Tomáš Karella: NEAT (Neuroevolution of augmenting topologies)
|
|
31.10.
2017 |
Lukáš Meduna: Hyper NEAT
|
|
07.11.
2017 |
canceled |
|
14.11.
2017 |
Louis Outin:
Text Classification by Year
Antonín Jareš: Evolutionary Robotics
|
|
21.11.
2017 |
Chaman Shafiq: Threats of AI |
|
28.11.
2017 |
Felipe Vianna: AI in Manufacturing
Jakub Střelský: Meta-learning
|
|
05.12.
2017 |
canceled |
|
12.12.
2017 |
Marek Behún: Threats of AI
Yuu Sakaguchi: AlphaGo
|
|
19.12.
2017 |
Surya Chembrolu: DeepStack
Karel Ha:
Alpha Zero |
|
09.01.
2018 |
Open discussion on Challenges for AI (benefits and risks of AI, philosophical foundations, ethical/moral issues)
Some sources:
-
Rodney Brooks’ web [URL]
- Nick Bostrom’s web [URL]
- Moral Machine project [URL]
- Concrete Problems in AI Safety [URL]
- Workshop on Reliable Artificial Intelligence [URL] |
|
|
|
Seminar LS 2016/2017 (NAIL052):
Tuesday
09:00 - 10:30, lecture room S6 (Malá Strana, 1. floor) |
|
The seminar will be devoted to application of machine learning techniques in robotics. In particular, we will focus on identifying activities of a flying drone.
Project modules:
Module |
Students |
Materials |
enriching sensor data |
Jiří Hörner
Peter Zborovský |
presentation [PDF], final report [PDF]
|
data preprocessing |
Jan Pacovský |
presentation [PDF], final report [PDF] |
supervised learning |
Monika Švaralová |
presentation [PDF], final report [PDF] |
anomaly detection |
Šimon Rozsíval |
presentation [PDF], final report [PDF] |
learning controllers |
Martin Adam, Yigit Mertol Kayabasi |
presentation [PDF] |
[example data 1] [example data 2] [example data 3]
[example data 4_long_flight] [example data 5_video]
[data bebop_video] [data anomaly]
[camera_flight_1] [camera_flight_2]
[short_flights]
[complete_data_1] [complete_data_2] [complete_data_3]
Sources:
- Summary presentation [PDF]
- yaDrone Recorder [URL]
- Roman Barták, Marta Vomlelová: Using Machine Learning to Identify Activities of a Flying Drone from Sensor Readings, FLAIRS 2017 [PDF]
- UCLA Center for Vision, Cognition, Learning, and Autonomy [URL]
- Robot Babies (Paul Cohen at ARA) [URL]
- Autonomous Helicopter Flight [URL]
|
|
Seminář ZS 2016/2017 (NAIL004):
úterý
09:00 - 10:30, posluchárna S1 (Malá Strana, 4. patro) |
|
Obsah a forma semináře budou domluveny na semináři 11.10.2016. V úvahu přicházejí referáty na zvolené téma dle aktuální literatury, tutoriály dle knih, řešení vlastních projektů.
01.11.
2016 |
Filip Matzner: Deep Learning, Echo State Networks, and the Edge of Chaos |
|
08.11.
2016 |
děkanský den (dean's sports day) |
|
15.11.
2016 |
Šimon Rozsíval: Autonomous Cars |
|
22.11.
2016 |
Jan Škoda: Emotions for Artificial Agents |
|
29.11.
2016 |
Roman Barták: Workflow models and Attribute Grammars |
|
06.12.
2016 |
odpadá (canceled) |
|
13.12.
2016 |
Tomáš Musil: AlphaGo |
|
20.12.
2016 |
Yigit Mertol Kayabasi: Text Auto-correcting |
|
03.01.
2017 |
Filip Šedivý: Quantum AI |
|
10.01.
2017 |
Martin Černý: AI in Games |
|
|
|
Seminář LS 2015/2016 (NAIL052):
úterý
09:00 - 10:30, posluchárna S8 (Malá Strana, 1. patro) |
|
Obsah, forma a čas semináře budou domluveny na semináři 1.3.2016. V úvahu přicházejí referáty na zvolené téma dle aktuální literatury, tutoriály dle knih, řešení vlastních projektů.
|
|
Seminář ZS 2015/2016 (NAIL004):
úterý
09:00 - 10:30, posluchárna S11 (Malá Strana, 1. patro) |
|
Obsah a forma semináře budou domluveny na první semináři (6.10.2015). V úvahu přicházejí referáty na zvolené téma dle aktuální literatury, tutoriály dle knih, řešení vlastních projektů. Zápočet bude udělan za přednesení referátu a aktivní účast na dalších seminářích (minimálně 10 účastí).
06.10.
2015 |
Úvodní
představení semináře. |
|
13.10.
2015 |
Pavel Surynek. Multi-robotické plánování. |
|
20.10.
2015 |
Tomáš Krejčí. Distribuční strategie. |
|
27.10.
2015 |
Natália Tyrpáková. Pravidlově-orientované rozvrhování výroby. |
|
03.11.
2015 |
Zdeněk Tesař. Klasifikace dat z posturografických měření. |
|
10.11.
2015 |
Stuart Russell. Effective Decision Making. |
|
17.11.
2015 |
svátek |
|
24.11.
2015 |
Martin Mečiar. AI Mozart. |
|
01.12.
2015 |
Tibor Baláž. Decisions in real time strategy. |
|
08.12.
2015 |
Otakar Trunda. TBA. |
|
15.12.
2015 |
Pavel Taufer. TBA. |
|
22.12.
2015 |
|
|
05.01.
2016 |
|
|
12.01.
2016 |
|
|
|
|
Seminář LS 2014/2015 (NAIL052):
pondělí
17:20 - 18:50, posluchárna S4 (Malá Strana, 3. patro) |
|
Seminář bude realizován formou studentských tutoriálů dle knih Synthesis Lectures on Artificial Intelligence and Machine Learning vydavatelství Morgan & Claypool Publishers (cca hodinový referát následovaný diskusí a hodnocením z pléna). Zápočet bude udělen za přednesení referátu a aktivní účast na dalších seminářích (minimálně 9 účastí).
16. 02.
2015 |
Úvodní
představení semináře. |
|
23. 02.
2015 |
Roman Barták: Automated Planning - A Logical Perspective |
|
02. 03. 2015 |
Roman Barták: Constraint-Based Temporal Reasoning |
|
09. 03.
2015 |
Adam Blažek: Game Theory |
|
16. 03.
2015 |
Filip Matzner: Autonomous Robotics |
|
23. 03.
2015 |
Martin Mečiar: Trading Agents |
|
30. 03.
2015 |
Jakub Hajič: Visual Object Recognition |
|
06. 04.
2015 |
velikonoce |
|
13. 04.
2015 |
Promítaná přednáška (Jiří Matas: Detekce a lokalizace objektů v obrázcích) |
WWW |
20. 04.
2015 |
Neng-Fa Zhou: The Picat Language and System (guest) |
|
27. 04.
2015 |
Tomáš Krejčí: Data Integration |
|
04. 05.
2015 |
Michal Bilanský: Metric Learning |
|
11. 05.
2015 |
Libor Přeučil: Inteligentní mobilní robotika: Úlohy, vize a relalita (guest) |
|
18. 05.
2015 |
odpadá z důvodu zahraniční cesty |
|
|
|
Seminář ZS 2014/2015 (NAIL004):
úterý
10:40 - 12:10, posluchárna S1 (Malá Strana, 4. patro) |
|
Seminář bude realizován formou studentských referátů na zvolené téma (cca hodinový referát následovaný diskusí a hodnocením z pléna). Zápočet bude udělan za přednesení referátu a aktivní účast na dalších seminářích (minimálně 9 účastí). Návrhy témat k referátům:
- Human Computation/Crowdsourcing (jak funguje řešení problémů pomocí masy lidí, www)
- Watson (vnitřnosti Q&A systému dle IBM, www)
- MEXAR a RAXEM (komunikace Mars Express - Země, www)
- Remote Agent na DeepSpace 1 (jak AI řídí kosmické sondy, www, report, paper)
- UI v JPL (jak se řídí Mars Rovers a jak satelit pozná, co má vyfotit, www)
- Path Planning (plánování cest není jenom o cestách, www)
- Cooperative Pathfinding (plánování cest pro více agentů najednou, www)
- Alan Turing: Computing Machinery and Intelligence (co skrývá článek, který znamenal zrod UI, www)
- Voting Theory (jak navrhnout správné volby, www)
- UI v hudbě (jak rozpoznávat hudební žánry a potom je napodobovat, www)
- Qualitative Reasoning with Time and Space (dříve nebo během, nahoře nebo uvnitř? aneb když nepotřebujeme čísla, pdf)
- ...
07.10.
2014 |
Úvodní
představení semináře. |
|
14.10.
2014 |
R. Barták, A. Vyškovský: Object Tracking by Flying Drone
P. Surynek:
Lessons Learned from the Effort to Solve Cooperative Path-Finding Optimally |
|
21.10.
2014 |
F. Matzner: Short-term Motion Tracking Using Inexpensive Sensors |
|
28.10.
2014 |
svátek |
|
04.11.
2014 |
Peter Wurman: How to Coordinate a Thousand Robots (promítaná přednáška) |
|
11.11.
2014 |
J. Hajič: Deep Neural Networks |
|
18.11.
2014 |
odpadá z důvodu zahraniční cesty |
|
25.11.
2014 |
odpadá z důvodu zahraniční cesty |
|
02.12.
2014 |
J. Nádvorník: AIXI |
|
09.12.
2014 |
Diskuse o obsahu a směrování semináře |
|
16.12.
2014 |
T. Kadlec: Voting Theory |
|
06.01.
2015 |
Projekt TERMES (promítaná přednáška) |
WWW
video |
|
|
Seminář LS 2013/2014 (NAIL052):
pondělí
14:00 - 15:30, posluchárna S6 (Malá Strana, 2. patro) |
|
Na prvním semináři budete dohodnuta struktura a obsah a semináře. Seminář bude pravděpodobně realizován formou řešení různých "výzev" a soutěží.
Pro challenge problémy přicházejí v úvahu například následující soutěže a výzvy:
- The Fifth Answer Set Programming Competition (www) - různé převážně "akademické" hříčky
- MISTA 2013 challenge (www) - komplexní rozvrhovací problém
- SAT competition (www) - různé typy problémů kódované jako problém splnitelnosti logické formule
- International Planning Competititon (www) - velké množství plánovacích problémů
- ICKEPS 2012 challenge (www) - téměř reálné problémy s možností nových přístupů
- Angry Birds AI competition (www) - hra, kde si UI užije (rozpoznávání obrazu, plánování, simulace, ...)
- a další
|
|
Seminář ZS 2013/2014 (NAIL004):
pondělí
9:00 - 10:30, posluchárna S1 (Malá Strana, 4. patro) |
|
Rozvrh referátů
01.10.
2013 |
Úvodní
představení semináře. |
|
08.10.
2013 |
Rozdělení referátů, promítaná přednáška (Wolfram Burgard - Probabilistic Techniques for Mobile Robot Navigation) |
|
15.10.
2013 |
Promítaná přednáška (Vijay Kumar - Aerial Robot Swarms) |
|
22.10.
2013 |
Jan Klátil: Volební systémy |
|
29.10.
2013 |
Jan Škoda: Úvod do Kalmanova filtru |
|
05.11.
2013 |
Milan Rybář: Cooperative Pathfinding |
|
12.11.
2013 |
Jan Kohout: Detekce anomálií v síťovém provozu |
|
19.11.
2013 |
Milan Ježek: Qualitative Reasoning with Time and Space |
|
26.11.
2013 |
Jan Bílek: Human Computing |
|
03.12.
2013 |
Jakub Hajič: UI v JPL |
|
10.12.
2013 |
Jan Tomášek, Štěpán Havránek: Robot Sumo |
|
17.12.
2013 |
Tomáš Novella: Computing Machinery and Intelligence by Alan Turing
|
|
07.01.
2014 |
Marek Behún: Turingův test |
|
|
|
Seminář LS 2012/2013 (NAIL052):
středa
17:20 - 18:50, posluchárna S4 (Malá Strana, 3. patro) |
|
Rozvrh referátů.
|
|
Seminář ZS 2012/2013 (NAIL004):
úterý
15:40 - 17:10, posluchárna S3 (Malá Strana, 3. patro) |
|
Rozvrh referátů.
02.10.
2012 |
Úvodní
představení semináře, promítaná přednáška (Luis von Ahn: Duolingo: Translating the Web with Millions of People) |
|
09.10.
2012 |
Výzkum ve skupině CSORG (Pavel Surynek: Synchronizované pohyby po grafu, Tomáš Balyo: SAT a jeho využití v plánování, Daniel Toropila: Evoluční robotika) |
|
16.10.
2012 |
Václav Obrázek: Kooperativní plánování cest s formacemi;
Martin Skalský: Monte Carlo Lokalizace |
|
23.10.
2012 |
Marika Ivanová: Monte Carlo Tree Search,
promítaná přednáška (Marek Michalowski: Beatbots) |
|
30.10.
2012 |
Roman Barták: Nové techniky Induktivního logického programování |
|
06.11.
2012 |
Rudolf Kadlec: Probabilistic model of Episodic Memory |
|
13.11.
2012 |
Le Khanh Chuong: Human Computation,
Lukáš Bednařík: UI v hudbě |
|
20.11.
2012 |
Jiří Dutkevič: Any angle path planning,
Jan Jelínek: Rozvrhování solárních panelů na ISS |
|
27.11.
2012 |
Peter Hrinčár: Voting Theory,
Filip Stočes: Remote Agent Experiment na DeepSpace 1 |
|
04.12.
2012 |
Tomáš Křen: Genetické programování nad typovaným lambda kalkulem |
|
11.12.
2012 |
Lenka Kovářová: Fuzzy množiny
Tomáš Plch: Droni |
|
18.12.
2012 |
Matej Straka: Text Detection in Natural Scenes
Štěpán Havránek, Jan Tomášek, Pavel Taufer: Hraní her
|
|
08.01.
2013 |
beseda Umělá inteligence na MFF UK |
|
|
|
Seminář LS 2011/2012 (NAIL052):
pondělí
19:00 - 20:30, posluchárna S7 (Malá Strana, 2. patro) |
|
V rámci semináře byly řešeny problémy soutěže ICKEPS (International Competiton on Knowledge Engineering for Planning and Scheduling), konkrétně z následujících oblastí:
- SACE Domain: Planning Solar Array Operations on the International Space Station
- Petrobras Domain: Planning Ship Operations on Petroleum Platforms and Ports
- MEX Domain: Planning Operations on the Mars Express Mission
Podrobný popis problémů i testovací data jsou k dispozici na stránkách soutěže.
Řešitelský tým ve složení Jan Jelínek, Martin Kolombo, Martin Pecka, Martin Hanes, Otakar Trunda, Daniel Toropila, Filip Dvořák, Roman Barták získal na soutěži ICKEPS ocenění "Outstanding Peformance on the Challening Track" a o řešení domény Petrobras vznik článek "Three Approaches to Solve the Petrobras Challenge: Exploiting Planning Techniques for Solving Real-Life Logistics Problems" na konferenci ICTAI 2012.
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Seminář ZS 2011/2012 (NAIL004):
úterý
9:00 - 10:30, posluchárna S10 (Malá Strana, 1. patro) |
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Rozvrh referátů.
04.10.
2011 |
Úvodní
představení semináře, promítaná přednáška (David Ferrucci: Building
Watson An Overview of DeepQA for the Jeopardy Challenge)
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11.10.
2011 |
odpadá
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18.10.
2011 |
Automated
Vehicle/Urban Challenge (Jiří Harasim)
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25.10.
2011 |
Automated
Planning (Filip Dvořák, Daniel Toropila)
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1.11.
2011 |
Computer
Chess (Otakar Trunda) |
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08.11.
2011 |
přednášky
hostů (posluchárna S9!) |
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15.11.
2011 |
promítaná
přednáška (Michael Wooldridge: Playing Games with Games) |
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22.11.
2011 |
Optimizing
Limousine Service (David Marek) |
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29.11.
2011 |
promítaná
přednáška (Sumit Basu: Learning to Make Music: Interactive AI for Music Creation) |
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06.12.
2011 |
Bidirectional
Search (Tomáš Hřebejk) |
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13.12.
2011 |
promítaná
přednáška (Raul Rojas: Autonomous Car for City Traffic) |
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20.12.
2011 |
How to communicate with Mars Express orbiter? (Martin Pecka) |
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03.01.
2012 |
odpadá |
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10.01.
2012 |
Výzkum ve skupině CSORG. Jak se zapojit do výzkumu UI na MFF UK? |
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