MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution

ArXi:2604.26283v1 Announce Type: cross High-precision medical diagnosis relies not only on static imaging features but also on the implicit diagnostic memory experts instantly invoke during image interpretation. We pinpoint a fundamental cognitive misalignment in medical VLMs caused by discrete tokenization, leading to quantization loss, long-range information dissipation, and missing case-adaptive expertise.