AI Area Chair's Top 10 ICML Papers: RLVR Signals, Self-Distillation RL Lead

ShayneRedford · x · 2026-10-07

The AI-as-Area-Chair study's top 10 papers are heavily RL-themed: Spurious Rewards (Rethinking Training Signals in RLVR) ranks first, followed by Learning to Discover at Test Time, MoE efficiency-accuracy scaling revisited, RL via Self-Distillation, Maximum Likelihood RL, AutoNumerics-Zero, RL with evolving rubrics for deep research, trust-region rethinking, Gromov-Wasserstein at scale, and Flowers neural PDE solvers.

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