Ecological Theory of Reinforcement Learning
@EcoTheoryRL
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Account of the Workshop on Ecological Theory of Reinforcement Learning @NeurIPSConf 2021 https://t.co/ha4TgHtqcP
Joined August 2021
Mark the day! On December 14th @ 08:00 ET, we start the Ecological Theory of Reinforcement Learning workshop @NeurIPSConf. An exciting day ahead! Thread (1/n).
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This is happening in 10 minutes! Come join us for an exciting day!
Mark the day! On December 14th @ 08:00 ET, we start the Ecological Theory of Reinforcement Learning workshop @NeurIPSConf. An exciting day ahead! Thread (1/n).
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That's it, that's the tweet! We are hoping youâll have a wonderful time! We are excited to e-meet you next Tuesday! An event made with care by the great team of @linuxpotter @frt03_ @rl_agent @ElisevanderPol @shaneguML @pcastr @SimonShaoleiDu @marcgbellemare @svlevine ;) /n
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And next, @shaneguML will announce BigGym: A Crowd-Sourcing Challenge for RL Environments and Behaviors. An exciting new challenge for RL research. Read more here: https://t.co/2NbbhFul3x.
Teaser #1... Come to our inaugural @NeurIPSConf @EcoTheoryRL workshop on Dec 14! I'll make an announcement (5 pm ET) for "BIG-Gym", a fun holidayđ
activity for everyone. "No" RL expertise needed to participate đ https://t.co/uXGvSM519M
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Enjoy two exciting activities to close our workshop! First, a panel session with Professor Joelle Pineau, Tom Griffiths @cocosci_lab, and @pyoudeyer moderated by our own @shaneguML, Research Scientist @GoogleAI. Submit your question for our panelists at: https://t.co/jj6wKHbONN.
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And next, @Mvandepanne from @UBC_CS discusses his work on âCurriculum-based Learning: An Effective Approach for Acquiring Dynamic Skillsâ ( https://t.co/ySJAqSWiR0) . Submit your questions for @Mvandepanne at https://t.co/uDZ13wDMcw.
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After a short break, hear Professor Tom Griffiths @cocosci_lab @PrincetonCS & @PsychPrinceton, questioning our RL understanding with âReinforcement learning: It's all in the mindâ ( https://t.co/5mklH2b2Ih). If you have questions for Tom, submit them at: https://t.co/iACXhtSEXu.
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Later, we have @yayitsamyzhang, Research Scientist @MetaAI and Post-doc @berkeley_ai, to discuss âStructural Assumptions for Better Generalization in Reinforcement Learningâ ( https://t.co/TyYAAopN6X). Submit your questions for @yayitsamyzhang at:
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Next, Masatoshi Uehara @cs_cornell, on âRepresentation Learning for Online and Offline RL in Low-rank MDPsâ ( https://t.co/drWcI57VdF) & Kajetan Schweighofer @jkulinz on âUnderstanding the Effects of Dataset Composition on Offline Reinforcement Learningâ ( https://t.co/CYWIJTnMLI).
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Next, we will hear @WarrenBPowell, Emeritus Professor @PrincetonCS, present his latest work on âA Universal Framework for Reinforcement Learningâ ( https://t.co/hyujWlrwku). Submit your questions for @WarrenBPowell at:
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Session II starts at 13:00 ET with Professor Benjamin van Roy from @Stanford @DeepMind and a live talk on âEnvironment Capacity.â If you have any questions during the talk, please submit them at:
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Around noon ET, bring your lunch/dinner/breakfast to our Poster Session on GatherTown ( https://t.co/x4JpABNUuk) where you will interact with the authors of all accepted contributions (see here https://t.co/gDqDWRg3tn) and have sidechats with all the participants.
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ORAL Presentations
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We will conclude the morning session with a great talk from Daniel Tanis from @DeepMind on âA Methodology for RL Environment Research.â ( https://t.co/kndgQnoe2x). Submit questions for Daniel at: https://t.co/BS6YpAxzX5.
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Next, @agrimgupta92, from @stanford, will follow with âEmbodied Intelligence via Learning and Evolutionâ ( https://t.co/wNat1i7iXh), a work recently featured on @NatureComms
https://t.co/ZGvo2MTneL.
1/ Excited to share that our work on Deep Evolutionary Reinforcement Learning (DERL): a framework for large scale evolution of embodied agents in physically realistic environments is now published in @NatureComms Paper https://t.co/LyV79TuenI Video
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Next, more contributed talks follow. First, Andrew Zot @GeorgiaTech presents âHabitat 2.0: Training Home Assistants to Rearrange their Habitatâ ( https://t.co/OmpBRzrahz)
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We will also have the pleasure to hear @katjahofmann from @MSFTResearchCam: âTowards RL applications in video games and with human users.â ( https://t.co/QLA236kRde). Submit questions for @katjahofmann at: https://t.co/fcfIDXFMOk for the Live Q&A following the talk.
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After the break, we will have @pyoudeyer, Head of @FlowersINRIA, with a Live talk on âSculpting human-like AI systems by sculpting their social environmentsâ. ( https://t.co/iETXEPVL9D) Submit your questions for Pierre-Yves on the day of the workshop at:
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And @nisioti_eleni @FlowersINRIA on âGrounding an Ecological Theory of Artificial Intelligence in Human Evolution.â ( https://t.co/IWD0guiuJt) will present their contributions.
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@EcoTheoryRL also features contributed talks. @ZiniuLi @cuhksz on âHyperDQN: A Randomized Exploration Method for Deep Reinforcement Learning,â ( https://t.co/r26QwxGsYP).
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Next, we will hear Professor Joelle Pineau @mcgillu @Mila_Quebec @rllabmcgill @MetaAI, challenging our understanding of âWhat makes for an interesting RL Problem?â :( https://t.co/vtSlQDYqZw). Submit questions for Professor Pineau at:Â https://t.co/NZXLwNeGmM for the Live Q&A
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Starting 8:10 ET, we will have @ShaneLegg Co-Founder & Chief Scientist @DeepMind with a thought-provoking talk titled âArtificial What?â : ( https://t.co/OjksDIdZvP). Submit questions for @ShaneLegg at:Â https://t.co/9Z5LMXSAg8 for the Live Q&A following the talk.
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