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20242026
most citedTraining Dynamics of Multi-Head Softmax Attention for In-Context Learning: Emergence, Convergence, and Optimality

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stat.ML2025

Quantile-Optimal Policy Learning under Unmeasured Confounding

Zhongren Chen, Siyu Chen, Zhengling Qi +2

We study quantile-optimal policy learning where the goal is to find a policy whose reward distribution has the largest -quantile for some . We focus on the offline…