conftrace_

deferral

3 papers

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surrogate loss (3) experts (1) two-stage scenario (1) low-noise assumptions (1) realizable h-consistency (1) l1 norm (1) bayes consistent (1) h-consistency bound (1) cross entropy (1) consistency bound (1)

Papers

A Two-Stage Learning-to-Defer Approach for Multi-Task Learning ICML 2025 Mastering Multiple-Expert Routing: Realizable H-Consistency and Strong Guarantees for Learning to Defer ICML 2025 Regression with Multi-Expert Deferral ICML 2024