Research Seminar On AI for Health

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  • Theme: AI for Health
  • Instructor: Prof. Chenyang Lu
  • Semester: Fall 2025
  • Time: Wednesday at 8:30 am
  • Location: McKelvey 1020
  • Guidelines:
  • Recommended sources: NeurIPS ([1]), ICML ([2]), AAAI ([3]), SIGKDD ([4]), IJCAI ([5]), IMWUT ([6]), HEALTH ([7]), Digital Medicine ([8]), Lancet Digital Health ([9]), NEJM AI ([10])

Presentation Schedule

---Sep 3 ---

Daoyi

Explainable AI in Healthcare

---Sep 10 ---

Claire

Generative Medical Event Models Improve with Scale https://arxiv.org/abs/2508.12104

---Sep 17 ---

Ziqi

MedAgentBench (NEJM AI 2025/08): https://ai.nejm.org/doi/full/10.1056/AIdbp2500144 Small LLMs in healthcare (Mayo Clinic 2025/04): https://arxiv.org/pdf/2504.17119 Small LLMs as agents (Nvidia 2025/06): https://arxiv.org/pdf/2506.02153v1

---Sep 24 ---

Patrick

Emerging Properties in Self-Supervised Vision Transformers (ICCV, 2021) (DINO) https://arxiv.org/abs/2104.14294 DINOv2: Learning Robust Visual Features without Supervision (ICLR/TMLR, 2023/2024(?)) https://arxiv.org/abs/2304.07193 DINOv3 (TBD) https://arxiv.org/abs/2508.10104

---Oct 1 ---

Ben

Pattern Recognition or Medical Knowledge? The Problem with Multiple-Choice Questions in Medicine (https://aclanthology.org/2025.acl-long.266/)

Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens (https://arxiv.org/pdf/2508.01191)

---Oct 8 ---

Peiqi

AI-based detection of neutrophil dysplasia: an accessible and sensitive model for MDS diagnosis from peripheral blood

https://link.springer.com/article/10.1007/s00277-025-06533-5

https://arxiv.org/abs/2404.05022

---Oct 15 ---

Zichen

InterPLM: discovering interpretable features in protein language models via sparse autoencoders (https://www.nature.com/articles/s41592-025-02836-7)

---Oct 29 ---

Skipped

---Nov 4 ---

Zeal

Enhancing Genetic Association Power in Endometriosis through Unsupervised Clustering of Clinical Subtypes Identified from Electronic Health Records https://www.medrxiv.org/content/10.1101/2024.04.22.24306092v1

---Nov 11 ---

Ziqi Practice Talk

---Nov 18 ---

Hangyue

---Nov 25 ---

Skipped

---Dec 3 ---

Daoyi

---Dec 10 ---

Skipped

Previous Semesters

Previous Lab Meetings

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