Machine Heart
Jun 16, 2026 · Artificial Intelligence
Why Is Visual Latent Reasoning Unstable? Uncovering the Feature‑Space Gap
The paper identifies a feature‑space mismatch that makes visual latent reasoning unstable, proposes the Granular Alignment Paradigm (GAP) with data, feature, and model‑capacity alignment, and demonstrates through extensive experiments that GAP improves both visual perception and multimodal reasoning performance.
Granular Alignment ParadigmPCA alignmentfeature alignment
0 likes · 19 min read