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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

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2 results for “self-evolution”
INFUSER: Influence-Guided Self-Evolution Improves Reasoningcs.LG

INFUSER improves reasoning by co-evolving a generator and solver with adaptive curriculum.

problem Improving reasoning in language models with minimal external supervision.
method INFUSER uses a Generator and Solver to co-evolve iteratively, rewarding the Generator with an influence score and the Solver with correctness rewards.
result INFUSER outperforms self-evolution baselines by over 20% on Olympiad and SuperGPQA benchmarks.
self-evolutionlanguage modelsreasoninginfluence scoreco-training
2026-06-08abs ↗pdf ↗
INFUSER: Influence-Guided Self-Evolution Improves Reasoningcs.LG

INFUSER improves reasoning by self-evolving with a generator and solver that co-learn from unstructured documents.

problem Improving reasoning through self-evolution
method INFUSER uses a generator and solver co-evolving in a document pool to improve reasoning.
result INFUSER outperforms strong self-evolution baselines on Olympiad and SuperGPQA benchmarks.
self-evolutionreasoningco-trainingdocument poolinstruction-finetuned
2026-06-08abs ↗pdf ↗