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24 Results

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Poster
Wed 2:30 LIGS: Learnable Intrinsic-Reward Generation Selection for Multi-Agent Learning
David Mguni · Taher Jafferjee · Jianhong Wang · Nicolas Perez-Nieves · Oliver Slumbers · Feifei Tong · · Jiangcheng Zhu · Yaodong Yang · Jun Wang
Poster
Wed 10:30 DARA: Dynamics-Aware Reward Augmentation in Offline Reinforcement Learning
Jinxin Liu · Hongyin Zhang · Donglin Wang
Poster
Mon 2:30 Learning Synthetic Environments and Reward Networks for Reinforcement Learning
Fabio Ferreira · Thomas Nierhoff · Andreas Sälinger · Frank Hutter
Poster
Tue 10:30 Learning Neural Contextual Bandits through Perturbed Rewards
Yiling Jia · Weitong ZHANG · Dongruo Zhou · Quanquan Gu · Hongning Wang
Workshop
Discovering Generalizable Spatial Goal Representations via Graph-based Active Reward Learning
Aviv Netanyahu · Tianmin Shu · Joshua B Tenenbaum · Pulkit Agrawal
Workshop
Open-Ended Reinforcement Learning with Neural Reward Functions
Robert Meier · Asier Mujika
Spotlight
Mon 18:30 Reinforcement Learning with Sparse Rewards using Guidance from Offline Demonstration
Desik Rengarajan · Gargi Vaidya · Akshay Sarvesh · Dileep Kalathil · Srinivas Shakkottai
Spotlight
Tue 10:30 Finite-Time Convergence and Sample Complexity of Multi-Agent Actor-Critic Reinforcement Learning with Average Reward
FNU Hairi · Jia Liu · Songtao Lu
Poster
Wed 10:30 Reward Uncertainty for Exploration in Preference-based Reinforcement Learning
Xinran Liang · Katherine Shu · Kimin Lee · Pieter Abbeel
Poster
Wed 18:30 The Effects of Reward Misspecification: Mapping and Mitigating Misaligned Models
Alexander Pan · Kush Bhatia · Jacob Steinhardt
Spotlight
Tue 18:30 Dynamics-Aware Comparison of Learned Reward Functions
Blake W Wulfe · Logan Ellis · Jean Mercat · Rowan T McAllister · Adrien Gaidon
Workshop
Toward Evolutionary Autocurricula: Emergent Sociality from Inclusive Rewards
Andries Rosseau · Raphael Avalos Martinez de Escobar · Ann Nowe