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20222026
most citedDouble Pessimism is Provably Efficient for Distributionally Robust Offline Reinforcement Learning: Generic Algorithm and Robust Partial Coverage

2 citations · 4 across the 9 of their papers we have counts for

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cs.LG2026

A Few Teacher Steps Go a Long Way: Cost-Efficient On-Policy Data Augmentation for Agent Post-Training

Junze Ye, Jiayi Cheng, Miao Lu +3

For LLM agents, supervised fine-tuning is not only about teacher labels' quality, but also about which interaction contexts those labels condition on. Pure behavioral cloning uses…

stat.ML2026

Robust Assortment Optimization from Observational Data

Miao Lu, Yuxuan Han, Han Zhong +2

Assortment optimization is a fundamental challenge in modern retail and recommendation systems, where the goal is to select a subset of products that maximizes expected revenue und…