Publication On the Statistical Efficiency of Reward-free Exploration in Non-linear Reinforcement Learning Jinglin Chen, Aditya Modi, Akshay Krishnamurthy, Nan Jiang, Alekh Agarwal Neural Information Processing Systems | October 2022
Publication MACE: Higher Order Equivariant Message Passing Neural Networks for Fast and Accurate Force Fields Ilyes Batatia, Dávid Péter Kovács, Gregor Simm, Christoph Ortner, Gábor Csányi Neural Information Processing Systems | October 2022
Publication Unpacking Reward Shaping: Understanding the Benefits of Reward Engineering on Sample Complexity Abhishek Gupta, Aldo Pacchiano, Yuexiang Zhai, Sham Kakade, Sergey Levine October 2022
Publication Less-forgetting Multi-lingual Fine-tuning Yuren Mao, Yaobo Liang, Nan Duan, Haobo Wang, Kai Wang, Lu Chen, Yunjun Gao October 2022
Publication Learning to Discover and Detect Objects Vladimir Fomenko, Ismail Elezi, Deva Ramanan, Aljosa Osep, Laura Leal-Taixé NeurIPS 2022 | October 2022
Publication Learning General World Models in a Handful of Reward-Free Deployments Yingchen Xu, Jack Parker-Holder, Aldo Pacchiano, Philip J. Ball, Oleh Rybkin, Stephen J. Roberts, Tim Rocktäschel October 2022
Publication Discrete Compositional Representations as an Abstraction for Goal Conditioned Reinforcement Learning Riashat Islam, Hongyu Zang, Anirudh Goyal, Alex Lamb, Kenji Kawaguchi, Xin Liu, Romain Laroche, Yoshua Bengio, Remi Tachet des Combes October 2022
Publication QuickSkill: Novice Skill Estimation in Online Multiplayer Games Chaoyun Zhang, Kai Wang, Hao Chen, Ge Fan, Yingjie Li, Lifang Wu, Bingchao Zheng Conference on Information and Knowledge Management | October 2022
Publication Reasoning Like Program Executors Xinyu Pi, Qian Liu, Bei Chen, Morteza Ziyadi, Zeqi Lin, Yan Gao, Qiang Fu, Jian-Guang Lou, Weizhu Chen EMNLP2022 | October 2022
Publication Generating Multiple-Length Summaries via Reinforcement Learning for Unsupervised Sentence Summarization Dongmin Hyun, Xiting Wang, Chanyoung Park, Xing Xie, Hwanjo Yu Conference on Empirical Methods in Natural Language Processing (EMNLP Findings) | October 2022