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#verifier-grounded

FlowBalance: Verifier-Grounded Self-Improvement from On-Policy Reasoning Experience

arXiv cs.LG · 2d ago Cached

FlowBalance is a verifier-grounded self-improvement method that calibrates on-policy reasoning experience to enhance AI model performance and stability in mathematical reasoning tasks.

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#verifier-grounded

SBCO: Self-Supervised, Verifier-Grounded Harness Optimization For Planning Agents

arXiv cs.AI · 2026-08-12 Cached

Introduces SBCO, a self-supervised verifier-grounded harness optimizer for planning agents that improves agent outputs via approximate block coordinate ascent, matching or exceeding self-modifying baselines with far less compute.

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