Search All 2022 Events
 

14 Results

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Poster
Tue 9:00 Active Exploration for Inverse Reinforcement Learning
David Lindner · Andreas Krause · Giorgia Ramponi
Workshop
GramML: Exploring Context-Free Grammars with Model-Free Reinforcement Learning
Hernan C. Vazquez · Jorge Sanchez · Rafael Carrascosa
Poster
Wed 9:00 On the Statistical Efficiency of Reward-Free Exploration in Non-Linear RL
Jinglin Chen · Aditya Modi · Akshay Krishnamurthy · Nan Jiang · Alekh Agarwal
Poster
Thu 9:00 Learning General World Models in a Handful of Reward-Free Deployments
Yingchen Xu · Jack Parker-Holder · Aldo Pacchiano · Philip Ball · Oleh Rybkin · S Roberts · Tim Rockt√§schel · Edward Grefenstette
Poster
Wed 14:00 Exploring evolution-aware & -free protein language models as protein function predictors
Mingyang Hu · Fajie Yuan · Kevin Yang · Fusong Ju · Jin Su · Hui Wang · Fei Yang · Qiuyang Ding
Workshop
Near-Optimal Deployment Efficiency in Reward-Free Reinforcement Learning with Linear Function Approximation
Dan Qiao · Yu-Xiang Wang
Workshop
Rewarding Episodic Visitation Discrepancy for Exploration in Reinforcement Learning
Mingqi Yuan · Bo Li · Xin Jin · Wenjun Zeng
Workshop
Learning Exploration Policies with View-based Intrinsic Rewards
Yijie Guo · Yao Fu · Run Peng · Honglak Lee
Poster
Thu 9:00 Exploration-Guided Reward Shaping for Reinforcement Learning under Sparse Rewards
Rati Devidze · Parameswaran Kamalaruban · Adish Singla
Poster
Thu 14:00 Redeeming intrinsic rewards via constrained optimization
Eric Chen · Zhang-Wei Hong · Joni Pajarinen · Pulkit Agrawal
Poster
Wed 14:00 Exploit Reward Shifting in Value-Based Deep-RL: Optimistic Curiosity-Based Exploration and Conservative Exploitation via Linear Reward Shaping
Hao Sun · Lei Han · Rui Yang · Xiaoteng Ma · Jian Guo · Bolei Zhou
Poster
Tue 9:00 LECO: Learnable Episodic Count for Task-Specific Intrinsic Reward
Daejin Jo · Sungwoong Kim · Daniel Nam · Taehwan Kwon · Seungeun Rho · Jongmin Kim · Donghoon Lee