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What fits (into few tokens) doesn't overfit: Compression and generalization in ML research agents

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15:03
2026-09-10
amazon.science
machine-learning

Why don’t machine learning research agents overfit?

A new paper, "What fits (into few tokens) doesn't overfit: Compression and generalization in ML research agents," argues that LLM-based research agents avoid overfitting on heavily reused benchmarks b…

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machine learning 1 ai research 1 ai agents 1 large language models 1