anomaly detection 1failure attribution 1LLM agents 1neural controlled differential equations 1one-class learning 1
From the 1 of 7 linked papers with an AI index.
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cs.LG2026
Multi-Head Recurrent Memory Agents
Jiatong Li, Samuel Yeh, Sharon Li
Recurrent memory agents extend LLMs to arbitrarily long contexts by iteratively consolidating input into a fixed-size memory window. Despite their scalability, these agents exhibit…
cs.LG2026
Neglected Free Lunch from Post-training: Progress Advantage for LLM Agents
Changdae Oh, Wendi Li, Seongheon Park +3
Process reward models enable fine-grained, step-level evaluation of LLMs, yet building them for agentic settings remains prohibitively difficult: long-horizon interactions, irrever…