A negative knowledge memory layer stores structured records of failed attempts in a shared bank that improves AI agent performance on scientific benchmarks and enables transfer across PDE research tasks.
arXiv preprint arXiv:2505.17026 , year=
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Negative Knowledge as Failure-aware Shared Memory for AutoResearch
A negative knowledge memory layer stores structured records of failed attempts in a shared bank that improves AI agent performance on scientific benchmarks and enables transfer across PDE research tasks.