Publication Reinforcement Learning in Linear MDPs: Constant Regret and Representation Selection Matteo Papini, Andrea Tirinzoni, Aldo Pacchiano, Marcello Restelli, Alessandro Lazaric, Matteo Pirotta NeurIPS 2021 | December 2021
Publication Robust Regression Revisited: Acceleration and Improved Estimation Rates Arun Jambulapati, Jerry Li, Kevin Tian NeurIPS 2021 | December 2021
Publication Bandits with Knapsacks beyond the Worst Case Karthik Abinav Sankararaman, Aleksandrs Slivkins (slivkins) NeurIPS 2021 | December 2021
Publication On the Convergence of Typical Decomposition Approaches in MOEA/D for Many-objective Optimization Problems Zhengxin Huang, Yuren Zhou, Chuan Luo, Qingwei Lin 林庆维 IJCAI 2021 | December 2021 Project
Publication Dueling Bandits with Adversarial Sleeping Aadirupa Saha, Pierre Gaillard Thirty-Fifth Conference on Neural Information Processing Systems (NeurIPS) | 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 Near-Optimal Lower Bounds For Convex Optimization For All Orders of Smoothness Ankit Garg, Robin Kothari, Praneeth Netrapalli, , Suhail Sherif NeurIPS 2021 | December 2021
Publication Predictive Job Scheduling under Uncertain Constraints in Cloud Computing Hang Dong, Boshi Wang, Bo Qiao, Wenqian Xing, Chuan Luo, Si Qin, Qingwei Lin 林庆维, Dongmei Zhang, Gurpreet Virdi, Thomas Moscibroda IJCAI’21 | December 2021 Project Project Project
Publication Going Beyond Linear RL: Sample Efficient Neural Function Approximation Baihe Huang, Kaixuan Huang, Sham Kakade, Jason D. Lee, Qi Lei, Runzhe Wang, Jiaqi Yang NeurIPS 2021 | December 2021
Publication RL for Latent MDPs: Regret Guarantees and a Lower Bound Jeongyeol Kwon, Yonathan Efroni, Constantine Caramanis, Shie Mannor NeurIPS 2021 | December 2021
