https://yyn-anson.github.io/tags/multimodal-learning/Multimodal LearningHugo Blox Builder (https://hugoblox.com)en-usSun, 31 May 2026 00:00:00 +0000https://yyn-anson.github.io/media/icon_hu7729264130191091259.pnghttps://yyn-anson.github.io/tags/multimodal-learning/https://yyn-anson.github.io/project/multimodal-ms-prognosis/Sun, 31 May 2026 00:00:00 +0000https://yyn-anson.github.io/project/multimodal-ms-prognosis/<h2 id="overview">Overview</h2> <p>This research develops a privacy-preserving multimodal large language model system for personalized multiple-sclerosis lesion-activity prognosis. The system combines clinical narratives and MRI while keeping model inference local.</p> <h2 id="research-direction">Research direction</h2> <ul> <li>A retrieval-synthesis-critique workflow assembles grounded evidence for the final assessment.</li> <li>The design emphasizes privacy, traceability, and cautious use in a clinical decision-support setting.</li> <li>Current work studies systematic failure subgroups through multimodal decision embeddings.</li> </ul> <p>This project is conducted at Mila - Quebec AI Institute under the supervision of Professor Tal Arbel.</p>