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When Does Reward Teach State? A Hidden-Automaton Instrument and the Group-Language Boundary

arXiv cs.LG · 2026-07-15 Cached

This paper introduces a white-box instrument using hidden deterministic finite automata to separately measure reward success and latent-state learning in reinforcement learning agents, finding that high reward does not imply task understanding.

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#automata

Coalgebras and Automata

Lobsters Hottest · 2026-05-30 Cached

An introductory literate Haskell document exploring the relationship between coalgebras and automata, demonstrating how state machines can be modeled using fold and unfold operations within category theory.

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