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cooperation without individual fidelity in LLM agents.” arXiv (2026). https://arxiv.org/abs/2606.30454 Required knowledge An excellent academic record in computer science or a cognate field. An Honours degree
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reset, failures can be irreversible, and the real world keeps changing. Standard RL finds policies by optimizing over many hypothetical futures. Under non-ergodic dynamics, such an average may differ
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-ergodic dynamics, such an average may differ arbitrarily from what the individual agent experiences as it lives out one trajectory over time. Furthermore, RL typically seeks a time-invariant policy that
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