Schedule
Saturday 29 July, 9:00 a.m. (Time zone: Pacific/Honolulu)
More details: https://icml.cc/virtual/2023/workshop/21474
Sat 9:00 a.m. - 9:10 a.m. ICML ML4MHD Workshop ( Opening )
Julia Schnabel · Andreas Maier · Pallavi Tiwari · Oliver Stegle
Sat 9:10 a.m. - 9:40 a.m. Keynote 1: Learning and using a multimodal single cell atlas (Pre-recorded)
Fabian Theis
Sat 9:40 a.m. - 9:50 a.m. Semi-supervised Cooperative Learning for Multiomics Data Fusion ( Oral )
Daisy Yi Ding · Xiaotao Shen · Michael Snyder · Rob Tibshirani
Sat 09:50 a.m. - 10:30 a.m. Coffee break
Sat 10:30 a.m. - 11:00 a.m. Keynote 2: The Pulse Of Ethical Machine Learning in Health (Pre-recorded)
Marzyeh Ghassemi
Sat 11:00 a.m. - 11:10 a.m. Speed-of-Sound Mapping for Pulse-Echo Ultrasound Raw Data using Linked-Autoencoders ( Oral
(live on Zoom))
Farnaz Khun Jush · Peter M. Dueppenbecker · Andreas Maier
Sat 11:10 a.m. - 11:20 a.m. HOOREX: Higher Order Optimizers for 3D Recovery from X-Ray Images ( Oral (prerecorded) )
Karthik Shetty · Annette Birkhold · Bernhard Egger · Srikrishna Jaganathan · Norbert Strobel ·
Markus Kowarschik · Andreas Maier
Sat 11:20 a.m. - 11:30 a.m. Neural Graph Revealers ( Oral )
Harsh Shrivastava · Urszula Chajewska
Sat 11:30 a.m. - 11:40 a.m. SIM-CNN: Self-Supervised Individualized Multimodal Learning for Stress Prediction on Nurses
Using Biosignals ( Oral )
Sunmin Eom · Sunwoo Eom · Peter Washington
Sat 11:40 a.m. - 11:50 a.m. Death Prediction by Race in Colorectal Cancer Patients Using Machine Learning Approaches (Oral)
Abiel Roche-Lima · Frances Aponte · Frances Heredia Negron · Brenda Nieves-Rodriguez
Sat 11:50 a.m. - 12:00 p.m. InterSynth: a semi-synthetic framework for benchmarking prescriptive inference from
observational data ( Oral )
Dominic Giles · Robert Gray · Chris Foulon · Guilherme Pombo · Tianbo Xu · James K Ruffle · Rolf
Jäger · Jorge Cardoso · Sebastien Ourselin · Geraint Rees · Ashwani Jha · Parashkev Nachev
Sat 12:00 p.m. - 1:30 p.m. Lunch (not provided)
Sat 1:30 p.m. - 2:00 p.m. Keynote 3: Charting the Course: A Deep Dive into the Evolution and Future Trajectory of Multimodal AI in Radiology (live on Zoom)
Judy Wawira
Sat 2:00 p.m. - 2:10 p.m. Multimodal Representation Learning of Cardiovascular Magnetic Resonance Imaging ( Oral (live on
Zoom) )
Jielin Qiu · Peide Huang · Makiya Nakashima · Jaehyun Lee · Jiacheng Zhu · Wilson Tang · Pohao
Chen · Christopher Nguyen · Byung-Hak Kim · Debbie Kwon · Douglas Weber · Ding Zhao · David Chen
Sat 2:10 p.m. - 2:20 p.m. Prompt-based Generative Replay: A Text-to-Image Approach for Continual Learning in Medical
Settings ( Oral )
Yewon Byun · Saurabh Garg · Sanket Vaibhav Mehta · Jayashree Kalpathy-Cramer · Praveer Singh ·
Bryan Wilder · Zachary Lipton
Sat 2:20 p.m. - 2:30 p.m. Exploiting Partial Common Information Microstructure for Multi-Modal Brain Tumor Segmentation
( Oral )
Yongsheng Mei · Tian Lan · Guru Venkataramani
Sat 2:30 p.m. - 2:40 p.m. RobustSsF: Robust Missing Modality Brain Tumor Segmentation with Self-supervised Learning-based
Scenario-specific Fusion ( Oral )
Jeongwon Lee · Daeshik Kim
Sat 2:40 p.m. - 2:50 p.m. Interpretable and Intervenable Ultrasonography-based Machine Learning Models for Pediatric
Appendicitis ( Oral )
Julia Vogt · Ricards Marcinkevics · Patricia Reis Wolfertstetter · Ugne Klimiene · Kieran Chin-Cheong ·
Alyssia Paschke · Julia Zerres · Markus Denzinger · David Niederberger · Sven Wellmann · Ece Ozkan
Christian Knorr
Sat 2:50 p.m. - 3:00 p.m. GastroVision: A Multi-class Endoscopy Image Dataset for Computer Aided Gastrointestinal
Disease Detection ( Oral )
Ulas Bagci · Debesh Jha · Vanshali Sharma · Neethi Dasu · Nikhil Tomar · Steven Hicks · Pradip Das ·
M Bhuyan · Michael Riegler · Pål Halvorsen · Thomas de Lange
Sat 3:00 p.m. - 3:30 p.m. Coffee break
Sat 3:30 p.m. - 3:40 p.m. Can Brain Signals Reveal Inner Alignment with Human Languages? ( Oral (prerecorded) )
Jielin Qiu · William Han · Jiacheng Zhu · Mengdi Xu · Douglas Weber · Bo Li · Ding Zhao
Sat 3:40 p.m. - 3:50 p.m. Latent Masking for Multimodal Self-supervised Learning in Health Timeseries (Oral (prerecorded))
Shohreh Deldari · Dimitrios Spathis · Mohammad Malekzadeh · Fahim Kawsar · Flora Salim
Akhil Mathur
Sat 3:50 p.m. - 4:00 p.m. Multi-Modal Biomarker Extraction Framework for Therapy Monitoring of Social Anxiety and Depression Using Audio and Video ( Oral )
Paula Andrea Pérez-Toro · Tobias Weise · Andrea Deitermann · Bettina Hoffmann · Kubilay Demir ·
Theresa Straetz · Elmar Noeth · Andreas Maier · Thomas Kallert · Seung Hee Yang
Sat 4:00 p.m. - 4:10 p.m. Multimodal LLMs for health grounded in individual-specific data ( Oral )
Justin Cosentino · Anastasiya Belyaeva · Farhad Hormozdiari · Cory McLean · nicholas furlotte
Sat 4:10 p.m. - 4:20 p.m. MaxCorrMGNN: A Multi-Graph Neural Framework for Generalized Multimodal Fusion of Medical
Data for Outcome Prediction ( Oral )
Niharika D'Souza · Hongzhi Wang · Andrea Giovannini · Antonio Foncubierta-Rodríguez · Kriste Beck
Orest Boyko · Tanveer Syeda-Mahmood
Sat 4:20 p.m. - 5:00 p.m. Panel and Closing ( Discussion panel )
Julia Schnabel · Andreas Maier · Pallavi Tiwari · Oliver Stegle