NeurIPS 2026 journal track: 88 papers, ASU's "Beyond Semantics" among TMLR picks

karthikv792 · x · 2026-10-18

NeurIPS 2026 announced its Journal Track accepts: 64 TMLR, 16 JMLR, and 8 Annals of Statistics papers, to be presented in Sydney, Atlanta, and Paris this December. Among them is ASU's "Beyond Semantics," showing transformers trained on corrupted or semantics-free reasoning traces perform comparably to those trained on correct traces, generalize better OOD, and GRPO boosts accuracy without improving trace validity — challenging the assumption that CoT tokens reflect real reasoning.

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