arxivcs.CV2026-07-20
BMFA: Boundary-Minority Free-Energy Adaptive Screening
Vision Transformers process spatially redundant tokens efficiently only when coarse token summaries preserve the evidence required by exponential attention aggregation. We identify a boundary-minority underestimation failure in which a spatially small, high-response region contri…