Consistency of mechanistic causal discovery in continuous-time using Neural ODEs. - Alexis Bellot; Kim Branson 001; Mihaela van der Schaar (CoRR, 2021)

Neural graphical modelling in continuous-time: consistency guarantees and algorithms. - Alexis Bellot; Kim Branson 001; Mihaela van der Schaar (ICLR, 2022)

Sample Selection Bias in Machine Learning for Healthcare. - Vinod Kumar Chauhan; Lei A. Clifton; Achille Salaün; Huiqi Yvonne Lu; Kim Branson 001; Patrick Schwab; Gaurav Nigam; David A. Clifton (CoRR, 2024)

Publisher Correction: Knowledge abstraction and filtering based federated learning over heterogeneous data views in healthcare. - Anshul Thakur; Soheila Molaei; Pafue Christy Nganjimi; Fenglin Liu; Andrew A. S. Soltan; Patrick Schwab; Kim Branson 001; David A. Clifton (npj Digit. Medicine, 2024)

Knowledge abstraction and filtering based federated learning over heterogeneous data views in healthcare. - Anshul Thakur; Soheila Molaei; Pafue Christy Nganjimi; Andrew A. S. Soltan; Patrick Schwab; Kim Branson 001; David A. Clifton (npj Digit. Medicine, 2024)

Information Transfer Across Clinical Tasks via Adaptive Parameter Optimisation. - Anshul Thakur; Elena Gal; Soheila Molaei; Xiao Gu 003; Patrick Schwab; Danielle Belgrave; Kim Branson 001; David A. Clifton (AISTATS, 2025)

Optimising Clinical Federated Learning through Mode Connectivity-based Model Aggregation. - Anshul Thakur; Soheila Molaei; Patrick Schwab; Danielle Belgrave; Kim Branson 001; David A. Clifton (AISTATS, 2025)

A multimodal multidomain multilingual medical foundation model for zero shot clinical diagnosis. - Fenglin Liu; Zheng Li 018; Qingyu Yin; Jinfa Huang; Jiebo Luo 001; Anshul Thakur; Kim Branson 001; Patrick Schwab; Bing Yin; Xian Wu 001; Yefeng Zheng 001; David A. Clifton (npj Digit. Medicine, 2025)

Multi-megabase scale genome interpretation with genetic language models. - Frederik Träuble; Lachlan Stuart; Andreas Georgiou; Pascal Notin; Arash Mehrjou; Ron Schwessinger; Mathieu Chevalley; Kim Branson 001; Bernhard Schölkopf; Cornelia van Duijn; Debora S. Marks; Patrick Schwab (CoRR, 2025)

Aligning, Autoencoding and Prompting Large Language Models for Novel Disease Reporting. - Fenglin Liu; Xian Wu 001; Jinfa Huang; Bang Yang; Kim Branson 001; Patrick Schwab; Lei A. Clifton; Ping Zhang 016; Jiebo Luo 001; Yefeng Zheng 001; David A. Clifton (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Sensing Cardiac Health Across Scenarios and Devices: A Multi-Modal Foundation Model Pretrained on Heterogeneous Data from 1.7 Million Individuals. - Xiao Gu 003; Wei Tang; Jinpei Han; Veer Sangha; Fenglin Liu; Shreyank N. Gowda; Antônio H. Ribeiro; Patrick Schwab; Kim Branson 001; Lei A. Clifton; Antonio Luiz P. Ribeiro; Zhangdaihong Liu; et al. (CoRR, 2025)