Discussions

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  Order Matters: Agent-by-agent Policy Optimization

  xihuai18 started Aug 14, 2023 in Papers · Closed

  

  

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  Mixtures of Experts Unlock Parameter Scaling for Deep RL

  KaleabTessera started Feb 19, 2024 in Papers · Closed

  

  

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  Heterogeneous-Agent Reinforcement Learning

  atishdixit16 started Apr 18, 2024 in Papers

  

  

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  Test New Paper Discussion

  KaleabTessera started Feb 19, 2024 in Papers · Closed

  

  

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  Discounted Reinforcement Learning Is Not an Optimization Problem

  rl theory continual rl

  francelico started Mar 14, 2023 in Papers

  

  

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  Planning with Diffusion for Flexible Behavior Synthesis

  model-based rl generative modeling for RL Applying generative modelling techniques in the RL space

  francelico started Mar 14, 2023 in Papers

  

  

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  Diffusion Policies as an Expressive Policy Class for Offline Reinforcement Learning

  offline RL generative modeling for RL Applying generative modelling techniques in the RL space

  francelico started Mar 14, 2023 in Papers

  

  

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  Towards Deployable RL -- What's Broken with RL Research and a Potential Fix

  deployable rl Deploying RL to the real world

  francelico started Mar 14, 2023 in Papers

  

  

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  The Surprising Effectiveness of PPO in Cooperative, Multi-Agent Games

  marl

  efosong started Aug 3, 2022 in Papers

  

  

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  When Should We Prefer Offline Reinforcement Learning Over Behavioral Cloning?

  aklein1995 started Oct 19, 2022 in Papers

  

  

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  Detecting danger in gridworlds using Gromov’s Link Condition

  marl graph representations

  francelico started Oct 18, 2022 in Presented Papers

  

  

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  ESCHER: Eschewing Importance Sampling in Games by Computing a History Value Function to Estimate Regret

  marl

  francelico started Oct 7, 2022 in Presented Papers

  

  

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  Towards a Standardised Performance Evaluation Protocol for Cooperative MARL

  marl

  francelico started Oct 7, 2022 in Presented Papers

  

  

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  How Far I'll Go: Offline Goal-Conditioned Reinforcement Learning via f-Advantage Regression

  rl theory offline RL

  francelico started Aug 12, 2022 in Presented Papers

  

  

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  On the Generalization of Representations in Reinforcement Learning

  rl theory state representations generalisation

  francelico started Jul 30, 2022 in Presented Papers

  

  

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  Open-Ended Learning Leads to Generally Capable Agents

  marl generalisation automatic curriculum evolutionary strategies

  francelico started Jul 30, 2022 in Presented Papers

  

  

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  Investigating the Properties of Neural Network Representations in Reinforcement Learning

  state representations

  francelico started Jul 30, 2022 in Presented Papers

  

  

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  Multi-expert learning of adaptive legged locomotion

  robotics

  francelico started Jul 30, 2022 in Invited Speakers

  

  

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  DayDreamer: World Models for Physical Robot Learning

  robotics world models model-based rl

  francelico started Jul 30, 2022 in Invited Speakers

  

  

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  Unsupervised Meta-Learning for Reinforcement Learning

  unsupervised rl meta rl

  francelico started Jul 30, 2022 in Invited Speakers

  

  

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  Unsupervised Curricula for Visual Meta-Reinforcement Learning

  meta rl automatic curriculum

  francelico started Jul 30, 2022 in Invited Speakers

  

  

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  Mastering the Game of Stratego with Model-Free Multiagent Reinforcement Learning

  marl

  francelico started Aug 1, 2022 in Invited Speakers

  

  

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  General Value Function Networks

  rl theory

  francelico started Aug 5, 2022 in Invited Speakers

  

  

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  Beyond variance reduction: Understanding the true impact of baselines on policy optimization

  rl theory

  francelico started Aug 5, 2022 in Invited Speakers

  

  

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  Revisiting Some Common Practices in Cooperative Multi-Agent Reinforcement Learning

  marl

  francelico started Aug 1, 2022 in Papers

  

  

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