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3 Pith papers cite this work. Polarity classification is still indexing.

3 Pith papers citing it

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2026 3

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AEL: Agent Evolving Learning for Open-Ended Environments

cs.CL · 2026-04-23 · conditional · novelty 7.0

AEL uses a fast-timescale bandit for memory policy selection and slow-timescale LLM reflection for causal insights, achieving a Sharpe ratio of 2.13 on a 208-episode portfolio benchmark while showing that added mechanisms degrade performance.

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