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 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
Publication Datasheets for Datasets Timnit Gebru, Jamie Morgenstern, Briana Vecchione, Jennifer Wortman Vaughan, Hanna Wallach, Hal Daumé III, Kate Crawford Communications of the ACM | December 2021, Vol 64(12): pp. 86-92 Project
Publication A Surrogate Objective Framework for Prediction+Programming with Soft Constraints Kai Yan, …, Qingwei Lin 林庆维, … NeurIPS 2021 | December 2021 Project