AIBullisharXiv โ CS AI ยท 7h ago7/10
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EvoTest: Evolutionary Test-Time Learning for Self-Improving Agentic Systems
Researchers introduce EvoTest, an evolutionary framework enabling AI agents to improve performance across consecutive test episodes without fine-tuning or gradients. The method outperforms existing adaptation techniques on a new Jericho Test-Time Learning benchmark, successfully winning games that all baseline methods failed to complete.