{"id":143,"date":"2024-06-05T13:21:50","date_gmt":"2024-06-05T13:21:50","guid":{"rendered":"https:\/\/ahli.cc\/ml4h\/?page_id=143"},"modified":"2025-12-01T21:23:26","modified_gmt":"2025-12-01T21:23:26","slug":"research-roundtables","status":"publish","type":"page","link":"https:\/\/ahli.cc\/ml4h\/research-roundtables\/","title":{"rendered":"Research Roundtables"},"content":{"rendered":"\n

Overview<\/strong><\/h2>\n\n\n\n

The goal of the research roundtables is to foster discussion between the participants and senior researchers in the field on several topics of high relevance in the ML4H community. Each roundtable will have a small group of senior researchers and practitioners who are experts in the selected topics and a few junior chairs who will lead the discussion on open problems in ML4H which were crowdsourced from the community.<\/p>\n\n\n\n

How to Participate<\/strong><\/h2>\n\n\n\n

We will host in-person roundtables that will take place from 4:35-5:35 PM PST on December 1st and 10:25-11:30 AM PST on December 2nd, 2025 during ML4H. Participants are encouraged to pick up to 2 roundtables that they would like to join and engage in the discussion points proposed by the junior chairs and ask further questions to the senior chair. <\/p>\n\n\n\n

We have a total of 7 research roundtables per day divided by topics. Each session will be split into two parts of 25 minutes, with a 10 minute break in the middle where participants can move to a different roundtable. To avoid the disruption of conversations, the participants should try to stay in the same roundtable for the extent of the 25min session.<\/p>\n\n\n\n

Day 1 (4:35-5:35 PM PST on December 1st)<\/strong><\/h2>\n\n\n\n

1. Clinician-AI collaboration <\/strong><\/h3>\n\n\n\n

Senior Chair<\/strong>: Leo Celi<\/p>\n\n\n\n

Junior Chair<\/strong>: Huy Nghiem<\/p>\n\n\n\n

2. Health AI and the patient experience<\/strong><\/h3>\n\n\n\n

Senior Chair<\/strong>: Rushika Fernandopulle<\/p>\n\n\n\n

Junior Chair<\/strong>: Akshay Paruchuri<\/p>\n\n\n\n

3. Fairness<\/strong><\/h3>\n\n\n\n

Senior Chair<\/strong>: Divya Shanmugam<\/p>\n\n\n\n

Junior Chairs<\/strong>: Joanna G. Kondylis, Neha Srivastha<\/p>\n\n\n\n

4. Population health & survival analysis <\/strong><\/h3>\n\n\n\n

Senior Chair<\/strong>: Harry Reyes Nieva<\/p>\n\n\n\n

Junior Chair<\/strong>: Hayoung Jeong<\/p>\n\n\n\n

5. Drug discovery<\/strong><\/h3>\n\n\n\n

Senior Chair:<\/strong> Sumit Mukherjee<\/p>\n\n\n\n

Junior Chairs:<\/strong> Shuvom Sadhuka, Jathurshan Pradeepkumar<\/p>\n\n\n\n

6. Agentic AI<\/strong><\/h3>\n\n\n\n

Senior Chair<\/strong>: Shengpu Tang<\/p>\n\n\n\n

Junior Chairs<\/strong>: Chang-uk Jeong, Tony Sun<\/p>\n\n\n\n

7. [Sponsored by Google] Open medically tuned FMs – what do they mean for healthcare<\/strong><\/h3>\n\n\n\n

Senior Chairs:<\/strong> Yun Liu, Quang Duong, Can (“John”) Kirmizi<\/p>\n\n\n\n

Day 2 (10:25-11:30 AM PST on December 2nd)<\/strong><\/h2>\n\n\n\n

1. Regulation<\/strong><\/h3>\n\n\n\n

Senior Chair<\/strong>: Haider Warraich<\/p>\n\n\n\n

Junior Chair<\/strong>: Arun Kavishwar<\/p>\n\n\n\n

2. Real-world evaluation<\/strong><\/h3>\n\n\n\n

Senior Chair<\/strong>: Rahul Arora<\/p>\n\n\n\n

Junior Chair<\/strong>: Asad Aali<\/p>\n\n\n\n

3. Causality<\/strong><\/h3>\n\n\n\n

Senior Chair:<\/strong> Shalmali Joshi<\/p>\n\n\n\n

Junior Chair<\/strong>: Katie Matton<\/p>\n\n\n\n

4. Large language models<\/strong><\/h3>\n\n\n\n

Senior Chair<\/strong>: Karan Singhal<\/p>\n\n\n\n

Junior Chairs<\/strong>: Li-Ching Chen, Xiaoke Huang<\/p>\n\n\n\n

5. Deployment & integration<\/strong><\/h3>\n\n\n\n

Senior Chair<\/strong>: Karandeep Singh<\/p>\n\n\n\n

Junior Chairs<\/strong>: Alyssa Unell, Ayush Noori<\/p>\n\n\n\n

6. Multi-modal foundation models<\/strong><\/h3>\n\n\n\n

Senior Chair<\/strong>: Liyue Shen<\/p>\n\n\n\n

Junior Chairs<\/strong>: Ashwin Kumar; Anurag Vidhya<\/p>\n\n\n\n

7. [Sponsored by Google] Open medically tuned FMs – what do they mean for healthcare<\/strong><\/h3>\n\n\n\n

Senior Chairs:<\/strong> Yun Liu, Quang Duong, Can (“John”) Kirmizi<\/p>\n","protected":false},"excerpt":{"rendered":"

Overview The goal of the research roundtables is to foster discussion between the participants and senior researchers in the field on several topics of high relevance in the ML4H community. Each roundtable will have a small group of senior researchers and practitioners who are experts in the selected topics and a few junior chairs who … <\/p>\n

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