Proceedings of Machine Learning Research

Jekyll2026-09-08T16:48:58+00:00https://proceedings.mlr.press/v340/feed.xmlProceedings of Machine Learning ResearchProceedings of the 11th Machine Learning for Healthcare Conference Held in The Johns Hopkins University School of Medicine, Baltimore, MD, USA on 12-14 August 2026 Published as Volume 340 by the Proceedings of Machine Learning Research on 08 September 2026. Volume Edited by: Rahul G. Krishnan Wouter A. C. van Amsterdam Sumit Chopra Shauna Overgaard Michael Hughes Erkin Ötleş Yiqiu Shen Divya Shanmugam Madhur Nayan Matthew Engelhard Jim Fackler Michael Oberst Series Editors: Tegan Emerson Hoel Kervadec Neil D. Lawrence PMLRNAST: Improving Negation Handling in Medical Vision–Language Models through Negation-Aware Selective Training2026-09-08T00:00:00+00:002026-09-08T00:00:00+00:00https://proceedings.mlr.press/v340/abbasi26a[{"given"=>"Ali", "family"=>"Abbasi"}, {"given"=>"Mehdi", "family"=>"Taghipour"}, {"given"=>"Rahmatollah", "family"=>"Beheshti"}]

FSA-Bench: Benchmarking Federated Survival Models2026-09-08T00:00:00+00:002026-09-08T00:00:00+00:00https://proceedings.mlr.press/v340/ahmed26a[{"given"=>"Sultan", "family"=>"Ahmed"}, {"given"=>"Sanjay", "family"=>"Purushotham"}]

A foundation-model approach to pediatric headache classification from resting-state fMRI2026-09-08T00:00:00+00:002026-09-08T00:00:00+00:00https://proceedings.mlr.press/v340/aldeia26a[{"given"=>"Guilherme Seidyo Imai", "family"=>"Aldeia"}, {"given"=>"Clara", "family"=>"Moon"}, {"given"=>"Julie M.", "family"=>"Shulman"}, {"given"=>"Navil", "family"=>"Sethna"}, {"given"=>"Allison M", "family"=>"Smith"}, {"given"=>"Alyssa", "family"=>"LeBel"}, {"given"=>"William La", "family"=>"Cava"}, {"given"=>"Scott", "family"=>"Holmes"}]

Annotation-Assisted Learning of Treatment Policies From Multimodal Electronic Health Records2026-09-08T00:00:00+00:002026-09-08T00:00:00+00:00https://proceedings.mlr.press/v340/arno26a[{"given"=>"Henri", "family"=>"Arno"}, {"given"=>"Thomas", "family"=>"Demeester"}]

GRAFT: Decoupling Ranking and Calibration for Survival Analysis2026-09-08T00:00:00+00:002026-09-08T00:00:00+00:00https://proceedings.mlr.press/v340/ashhad26a[{"given"=>"Mohammad", "family"=>"Ashhad"}, {"given"=>"Robert", "family"=>"Hoehndorf"}, {"given"=>"Ricardo", "family"=>"Henao"}]

Scalable Clinical Data Infrastructure and Comparative ML Evaluation for Hospitalisation Risk Prediction in Elderly Patients with Multiple Long-Term Conditions using CPRD2026-09-08T00:00:00+00:002026-09-08T00:00:00+00:00https://proceedings.mlr.press/v340/aslam26a[{"given"=>"Asra", "family"=>"Aslam"}, {"given"=>"Volodymyr", "family"=>"Chapman"}, {"given"=>"Maurice M.", "family"=>"O’Connell"}, {"given"=>"Aseel S", "family"=>"Abuzour"}, {"given"=>"Micheal", "family"=>"Abaho"}, {"given"=>"Danushka", "family"=>"Bollegala"}, {"given"=>"Gary", "family"=>"Leeming"}, {"given"=>"Eduard", "family"=>"Shantsila"}, {"given"=>"Andrew", "family"=>"Clegg"}, {"given"=>"Lauren E", "family"=>"Walker"}, {"given"=>"Iain Edward", "family"=>"Buchan"}, {"given"=>"Samuel D", "family"=>"Relton"}]

Doubly valid and doubly sharp sensitivity analysis to unobserved confounding for survival outcomes2026-09-08T00:00:00+00:002026-09-08T00:00:00+00:00https://proceedings.mlr.press/v340/baitairian26a[{"given"=>"Jean-Baptiste", "family"=>"Baitairian"}, {"given"=>"Bernard", "family"=>"Sebastien"}, {"given"=>"Rana", "family"=>"JREICH"}, {"given"=>"Sandrine", "family"=>"Katsahian"}, {"given"=>"Agathe", "family"=>"Guilloux"}]

Early-Horizon Multimodal ICU Mortality Prediction Without Retraining2026-09-08T00:00:00+00:002026-09-08T00:00:00+00:00https://proceedings.mlr.press/v340/bakumenko26a[{"given"=>"Alexander", "family"=>"Bakumenko"}, {"given"=>"Dane Hudson", "family"=>"Smith"}, {"given"=>"Janine", "family"=>"Hoelscher"}]

ReXavatars: Evaluating Generated Patient Images for Clinical Realism and Reliability2026-09-08T00:00:00+00:002026-09-08T00:00:00+00:00https://proceedings.mlr.press/v340/banerjee26a[{"given"=>"Oishi", "family"=>"Banerjee"}, {"given"=>"Alexandra N.", "family"=>"Willauer"}, {"given"=>"Pranav", "family"=>"Rajpurkar"}]

Beyond Dice: Clinically Structured Bias Analysis of Multiple Sclerosis Lesion Segmentation Models2026-09-08T00:00:00+00:002026-09-08T00:00:00+00:00https://proceedings.mlr.press/v340/basit26a[{"given"=>"Abdul", "family"=>"Basit"}, {"given"=>"Namik", "family"=>"Hassan"}, {"given"=>"Muhammad", "family"=>"Shafique"}]