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AgentStream: How Well Do Self-Evolving LLM Agents Perform Under Streaming Tasks?
Large language model (LLM) agents can self-evolve by continually improving from their own accumulated experience. However, existing studies predominantly adopt independent evaluation. Consequently, the behavior of self-evolving agents in realistic streaming settings, where agents adapt to diverse an