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cs.AI2026
VALG: An Agentic System for ML Theory Research
Dechen Zhang, Xuan Tang, Xinxiang Yin +3
Machine learning theory studies learning procedures through mathematical setups in which the data model, training protocol, oracle access, loss, metric, and randomness define the p…
cs.AI2026
Divergence Decoding: Training-Free Capability Fusion
Yimi Wang, Hao Li, Shuo Yang +6
While large language models excel in reasoning, these generalists often lack knowledge for specialized scientific domains. Conversely, domain models~(specialists), while knowledgea…