Trivium: Temporal Regret as a First-Class Objective for Causal-Memory Controllers

arXiv:2606.04421v3 Announce Type: replace Abstract: Many agentic systems and LLM pipelines correct mistakes by optimizing outcome reward. This addresses only the what of failure; the why and when may go unlogged, allowing the same error to recur across episodes. We propose long-horizon temporal regret alongside…

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Source: cs.AI updates on arXiv.org

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