Publication Distributional Reinforcement Learning for Multi-Dimensional Reward Functions Pushi Zhang, Xiaoyu Chen, Li Zhao, Wei Xiong, Tao Qin, Tie-Yan Liu Proceedings of the 35th Conference on Neural Information Processing Systems (NeurIPS) | December 2021 Projet
Publication Pretraining Representations for Data-Efficient Reinforcement Learning Max Schwarzer, Nitarshan Rajkumar, Michael Noukhovitch, Ankesh Anand, Laurent Charlin, Devon Hjelm, Philip Bachman, Aaron Courville NeurIPS 2021 | December 2021
Publication On Riemannian Optimization over Positive Definite Matrices with the Bures-Wasserstein Geometry Andi Han, Bamdev Mishra, Pratik Kumar Jawanpuria (prjawanp), Junbin Gao NeurIPS 2021 | December 2021
Publication Object-Aware Regularization for Addressing Causal Confusion in Imitation Learning Jongjin Park, Younggyo Seo, Chang Liu, Li Zhao, Tao Qin, Jinwoo Shin, Tie-Yan Liu Proceedings of the 35th Conference on Neural Information Processing Systems (NeurIPS) | December 2021 Projet
Publication Neural Additive Models: Interpretable Machine Learning with Neural Nets Rishabh Agarwal, Levi Melnick, Xuezhou Zhang, Ben Lengerich, Rich Caruana, Geoffrey Hinton NeurIPS 2021 | December 2021
Publication COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining Yu Meng, Chenyan Xiong, Payal Bajaj, Saurabh Tiwary, Paul Bennett, Jiawei Han, Xia Song NeurIPS 2021 | December 2021
Publication Bayesian decision-making under misspecified priors with applications to meta-learning Max Simchowitz, Christopher Tosh, Akshay Krishnamurthy, Daniel Hsu, Thodoris Lykouris, Miro Dudík, Robert E. Schapire NeurIPS 2021 | December 2021
Publication An Exponential Lower Bound for Linearly Realizable MDP with Constant Suboptimality Gap Yuanhao Wang, Ruosong Wang, Sham Kakade NeurIPS 2021 | December 2021
Publication On the Sample Complexity and Metastability of Heavy-tailed Policy Search in Continuous Control. A. Parayil, A. S. Bedi* (equal contribution), J. Zhang, M. Wang, A. Koppel December 2021
Publication Reinforcement Learning in Reward-Mixing MDPs Jeongyeol Kwon, Yonathan Efroni, Constantine Caramanis, Shie Mannor NeurIPS 2021 | December 2021