16 citations · 27 across the 11 of their papers we have counts for
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cs.LG2022
Optimal Conservative Offline RL with General Function Approximation via Augmented Lagrangian
Paria Rashidinejad, Hanlin Zhu, Kunhe Yang +2
Offline reinforcement learning (RL), which refers to decision-making from a previously-collected dataset of interactions, has received significant attention over the past years. Mu…
cs.LG2022★ 2 cited
Oracle-Efficient Online Learning for Beyond Worst-Case Adversaries
Nika Haghtalab, Yanjun Han, Abhishek Shetty +1
In this paper, we study oracle-efficient algorithms for beyond worst-case analysis of online learning. We focus on two settings. First, the smoothed analysis setting of [RST11,HRS2…