2 papers
cs.AI2026
Joint Consistency: A Unified Test-Time Aggregation Framework via Energy Minimization
Yunzhen Yao, Hongye Wang, Yahong Wang +3
This paper studies test-time aggregation, an approach that generates multiple reasoning traces and aggregates them into a final answer. Most existing methods rely on evaluation sig…
cs.LG2026
Block-Sample MAC-Bayes Generalization Bounds
Matthias Frey, Jingge Zhu, Michael C. Gastpar
We present a family of novel block-sample MAC-Bayes bounds (mean approximately correct). While PAC-Bayes bounds (probably approximately correct) typically give bounds for the gener…