Two papers accepted by MMAsia 2026: (1) From Stitching to Synthesizing: ReGRL and RadAlign-Judge for Coherent Radiology Report Generation and Evaluation; (2) Selection, Measurement, Trust: A Stage-Wise Framework for Query-Conditioned Multi-Lesion Measurement.