Publication RL for Latent MDPs: Regret Guarantees and a Lower Bound Jeongyeol Kwon, Yonathan Efroni, Constantine Caramanis, Shie Mannor NeurIPS 2021 | December 2021
Publication Dr Jekyll & Mr Hyde: the strange case of off-policy policy updates Romain Laroche, Remi Tachet des Combes NeurIPS 2021 | December 2021 Project
Publication ToAlign: Task-Oriented Alignment for Unsupervised Domain Adaptation Guoqiang Wei, Cuiling Lan, Wenjun Zeng, Zhizheng Zhang, Zhibo Chen NeurIPS 2021 | December 2021
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 Project
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 Project
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 The Emergence of Objectness: Learning Zero-shot Segmentation from Videos Runtao Liu, Zhirong Wu, Stella Yu, Stephen Lin NeurIPS 2021 | December 2021