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Trajectory First: A Curriculum for Discovering Diverse Policies (Spotlight)
Cornelius V. Braun, Sayantan Auddy, Marc Toussaint
ReWiND: Learning New Tasks from Language Without New Demonstrations
Jiahui Zhang, Yusen Luo, Abrar Anwar, Sumedh Anand Sontakke, Joseph J Lim, Jesse Thomason, Erdem Biyik, Jesse Zhang
Unified Reinforcement Learning through Implicit Value Regularization
Haoran Xu, Liyuan Mao, Hui Jin, Weinan Zhang, Xianyuan Zhan, Amy Zhang
Learning to Undo: Transfer Reinforcement Learning under Linear State Space Transformations
Mridul Mahajan, Aldo Pacchiano, Xuezhou Zhang
A Study of Value-Aware Eigenoptions
Harshil Kotamreddy, Marlos C. Machado
Sliding Puzzles Gym: A Scalable Benchmark for State Representation in Visual Reinforcement Learning
Bryan Lincoln Marques de Oliveira, Luana Guedes Barros Martins, Bruno Brandão, Murilo Lopes da Luz, Telma Woerle de Lima Soares, Luckeciano Carvalho Melo
Training PPO-Clip with Parallelized Data Generation: A Case of Fixed-Point Convergence
Homayoun Honari, Roger Creus Castanyer, Pablo Samuel Castro, Glen Berseth
Reinforcement Learning with Physics-Informed Symbolic Program Priors for Zero-Shot Wireless Indoor Navigation (Spotlight)
Tao Li, Haozhe Lei, Mingsheng Yin, Yaqi Hu
Revisiting Laplacian Representations for Value Function Approximation in Deep RL
Priyesh Vijayan, Padideh Nouri, Rishav Rishav, Sarath Chandar, Yash Chandak, Mathieu Reymond, Samira Ebrahimi Kahou, Doina Precup
Combining Pre-Trained Models for Enhanced Feature Representation in Reinforcement Learning
Elia Piccoli, Malio Li, Giacomo Carfi', Vincenzo Lomonaco, Davide Bacciu
Deep Reinforcement Learning Agents are not even close to Human Intelligence
Quentin Delfosse, Jannis Blüml, Fabian Tatai, Théo Vincent, Bjarne Gregori, Elisabeth Dillies, Jan Peters, Constantin A. Rothkopf, Kristian Kersting
Learning Reward Structure with Subtasks in Reinforcement Learning
Shuai Han, Mehdi Dastani, Shihan Wang
Reward Machine Inference for Robotic Manipulation (Spotlight)
Mattijs Baert, Elias Malomgré, Sam Leroux, Pieter Simoens
Sarah Rathnam, Finale Doshi-Velez, Susan Murphy