ICML 2026 Spotlight Papers

ICMLSpotlight2026

All 6 papers accepted as Spotlight at ICML 2026 — the top slice of the accepted programme. Every title links to its own page with authors, affiliation and sources.

All 6 papers

1. DecodeShare: Tracing the Shared Pathways of LLM Decode-Time DecisionsBruce Shao · Wake Forest U
2. Online Conformal Prediction via Universal Portfolio AlgorithmsTuo Liu · UPenn
3. Theory-Level Autoformalization: From Isolated Statements to Unified Formal Knowledge BasesMin et al. · UPenn
4. When to Trust the Cheap Check: Weak and Strong Verification for ReasoningShayan Kiyani · UPenn
5. Fair Classification with Efficient and Post-hoc Controllable Fairness-Accuracy Trade-offMaaya Sakata · U Tsukuba / RIKEN AIP
6. Position: No Retroactive Cure for Infringement during TrainingSatoru Utsunomiya · U Tokyo

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