Beyond Uniform Sampling: Offline Reinforcement Learning with Imbalanced
Datasets

Beyond Uniform Sampling: Offline Reinforcement Learning with Imbalanced Datasets

6 October 2023

Abhishek Bhandwaldar

Akash Srivastava

Abhishek Gupta

Papers citing "Beyond Uniform Sampling: Offline Reinforcement Learning with Imbalanced Datasets"

7 / 7 papers shown

Title
Fast and Robust: Task Sampling with Posterior and Diversity Synergies for Adaptive Decision-Makers in Randomized Environments Yun Qu W. Wang Yixiu Mao Yiqin Lv Xiangyang Ji TTA 85 0 0 27 Apr 2025
OffLight: An Offline Multi-Agent Reinforcement Learning Framework for Traffic Signal Control Rohit Bokade Xiaoning Jin OffRL 27 0 0 10 Nov 2024
Offline Reinforcement Learning for Learning to Dispatch for Job Shop Scheduling Jesse van Remmerden Z. Bukhsh Yingqian Zhang OffRL OnRL 28 1 0 16 Sep 2024
Optimal Conservative Offline RL with General Function Approximation via Augmented Lagrangian Paria Rashidinejad Hanlin Zhu Kunhe Yang Stuart J. Russell Jiantao Jiao OffRL 33 26 0 01 Nov 2022
Offline Reinforcement Learning with Implicit Q-Learning Ilya Kostrikov Ashvin Nair Sergey Levine OffRL 206 832 0 12 Oct 2021
Uncertainty-Based Offline Reinforcement Learning with Diversified Q-Ensemble Gaon An Seungyong Moon Jang-Hyun Kim Hyun Oh Song OffRL 95 261 0 04 Oct 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 329 1,944 0 04 May 2020