@article{reflectionsfromresearchroundtablesatthec, title = {Reflections from Research Roundtables at the Conference on Health, Inference, and Learning (CHIL) 2025}, author = {Emily Alsentzer and Marie-Laure Charpignon and Bill Chen and Niharika D'Souza and Jason Fries and Yixing Jiang and Aparajita Kashyap and Chanwoo Kim and Simon Lee and Aishwarya Mandyam and Ashery Mbilinyi and Nikita Mehandru and Nitish Nagesh and Brighton Nuwagira and Emma Pierson and Arvind Pillai and Akane Sano and Tanveer Syeda-Mahmood and Shashank Yadav and Elias Adhanom and Muhammad Umar Afza and Amelia Archer and Suhana Bedi and Vasiliki Bikia and Trenton Chang and George H. Chen and Winston Chen and Erica Chiang and Edward Choi and Octavia Ciora and Paz Dozie-Nnamah and Shaza Elsharief and Matthew Engelhard and Ali Eshragh and Jean Feng and Josh Fessel and Scott Fleming and Kei Sen Fong and Thomas Frost and Soham Gadgil and Judy Gichoya and Leeor Hershkovich and Sujeong Im and Bhavya Jain and Vincent Jeanselme and Furong Jia and Qixuan Jin and Yuxuan Jin and Daniel Kapash and Geetika Kapoor and Behdokht Kiafar and Matthias Kleiner and Stefan Kraft and Annika Kumar and Daeun Kyung and Zhongyuan Liang and Joanna Lin and Qianchu Liu and Chang Liu and Hongzhou Luan and Chris Lunt and Leopoldo Julían Lechuga López and Matthew B. A. McDermott and Shahriar Noroozizadeh and Connor O'Brien and YongKyung Oh and Mixail Ota and Stephen Pfohl and Meagan Pi and Tanmoy Sarkar Pias and Emma Rocheteau and Avishaan Sethi and Toru Shirakawa and Anita Silver and Neha Simha and Kamile Stankeviciute and Max Sunog and Peter Szolovits and Shengpu Tang and Jialu Tang and Aaron Tierney and John Valdovinos and Byron Wallace and Will Ke Wang and Peter Washington and Jeremy Weiss and Daniel Wolfe and Emily Wong and Hye Sun Yun and Xiaoman Zhang and Xiao Yu Cindy Zhang and Hayoung Jeong and Kaveri A. Thakoor}, year = {2025}, eprint = {2510.15217}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.15217}, }