angular calibration 1binary classification 1bregman divergence 1calibration 1high-dimensional statistics 1platt scaling 1
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stat.ML2026
Multi-layer Cross-attention is Provably Optimal for Multi-modal In-context Learning
Nicholas Barnfield, Subhabrata Sen, Pragya Sur
Recent progress has rapidly advanced our understanding of the mechanisms underlying in-context learning in modern attention-based neural networks. However, existing results focus e…
stat.ML2024
Predictive Inference in Multi-environment Scenarios
John C. Duchi, Suyash Gupta, Kuanhao Jiang +1
We address the challenge of constructing valid confidence intervals and sets in problems of prediction across multiple environments. We investigate two types of coverage suitable f…