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Sandip Ray

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#artificial intelligence Preprint Sep 2026

Flat-Consensus Diffusion for Robust Data Reshaping under Noisy Evaluator

The results show that robust data reshaping requires searching for flat, consensus-supported regions rather than sharp single-trajectory optima, and proposes FCDiff, a flat-consensus diffusion framework that addresses both failures through a micro-macro decomposition.

Hong-Yu Cao, Kun-Peng Liu, Fei Xie et al. · 1 citation

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