3 papers
cs.AI2026
Humans Disengage, Reasoning Models Persist: Separating Difficulty Registration from Deliberation Allocation
Han-yu Wang
Large reasoning models (LRMs) spend more reasoning tokens on problems that take humans longer, suggesting sensitivity to a similar structure of difficulty. That alignment identifie…
cs.AI2026
Negative Knowledge as Failure-aware Shared Memory for AutoResearch
Hanchun Wang
AI-assisted research systems generate many failed attempts, but those failures rarely become a durable, shared knowledge asset. We propose a negative knowledge memory layer: a cura…
cs.MA2025
Learning to Communicate Through Implicit Communication Channels
Han Wang, Binbin Chen, Tieying Zhang +1
Effective communication is an essential component in collaborative multi-agent systems. Situations where explicit messaging is not feasible have been common in human society throug…