Weight Erosion: An Update Aggregation Scheme for Personalized Collaborative Machine Learning. - Felix Grimberg; Mary-Anne Hartley; Martin Jaggi; Sai Praneeth Karimireddy (DART/DCL@MICCAI, 2020)

IFedAvg: Interpretable Data-Interoperability for Federated Learning. - David Roschewitz; Mary-Anne Hartley; Luca Corinzia; Martin Jaggi (CoRR, 2021)

WAFFLE: Weighted Averaging for Personalized Federated Learning. - Martin Beaussart; Felix Grimberg; Mary-Anne Hartley; Martin Jaggi (CoRR, 2021)

Optimal Model Averaging: Towards Personalized Collaborative Learning. - Felix Grimberg; Mary-Anne Hartley; Sai Praneeth Karimireddy; Martin Jaggi (CoRR, 2021)

Modular Clinical Decision Support Networks (MoDN) - Updatable, Interpretable, and Portable Predictions for Evolving Clinical Environments. - Cécile Trottet; Thijs Vogels; Martin Jaggi; Mary-Anne Hartley (CoRR, 2022)

MultiMoDN - Multimodal, Multi-Task, Interpretable Modular Networks. - Vinitra Swamy; Malika Satayeva; Jibril Frej; Thierry Bossy; Thijs Vogels; Martin Jaggi; Tanja Käser; Mary-Anne Hartley (NeurIPS, 2023)

MEDITRON-70B: Scaling Medical Pretraining for Large Language Models. - Zeming Chen 001; Alejandro Hernández-Cano; Angelika Romanou; Antoine Bonnet; Kyle Matoba; Francesco Salvi; Matteo Pagliardini; Simin Fan; Andreas Köpf; Amirkeivan Mohtashami; Alexandre Sallinen; Alireza Sakhaeirad; et al. (CoRR, 2023)

DeepBreath - automated detection of respiratory pathology from lung auscultation in 572 pediatric outpatients across 5 countries. - Julien Heitmann; Alban Glangetas; Jonathan Doenz; Juliane Dervaux; Deeksha M. Shama; Daniel Hinjos Garcia; Mohamed Rida Benissa; Aymeric Cantais; Alexandre Perez; Daniel Müller; Tatjana Chavdarova; Isabelle Ruchonnet-Metrailler; et al. (npj Digit. Medicine, 2023)

TabSeq: A Framework for Deep Learning on Tabular Data via Sequential Ordering. - Al-Zadid Sultan Bin Habib; Kesheng Wang; Mary-Anne Hartley; Gianfranco Doretto; Donald A. Adjeroh (ICPR (4), 2024)

Efficient Classification of Histopathology Images Using Highly Imbalanced Data. - Mohammad Iqbal Nouyed; Mary-Anne Hartley; Gianfranco Doretto; Donald A. Adjeroh (ICPR (2), 2024)

TimEHR: Image-based Time Series Generation for Electronic Health Records. - Hojjat Karami; Mary-Anne Hartley; David Atienza; Anisoara Ionescu (CoRR, 2024)

Towards Independence Criterion in Machine Unlearning of Features and Labels. - Ling Han; Nanqing Luo; Hao Huang 001; Jing Chen; Mary-Anne Hartley (CoRR, 2024)

Unlearning Information Bottleneck: Machine Unlearning of Systematic Patterns and Biases. - Ling Han; Hao Huang 001; Dustin Scheinost; Mary-Anne Hartley; María Rodríguez Martínez (CoRR, 2024)

Efficient Classification of Histopathology Images. - Mohammad Iqbal Nouyed; Mary-Anne Hartley; Gianfranco Doretto; Donald A. Adjeroh (CoRR, 2024)

HashEvict: A Pre-Attention KV Cache Eviction Strategy using Locality-Sensitive Hashing. - Minghui Liu; Tahseen Rabbani; Tony O'Halloran; Ananth Sankaralingam; Mary-Anne Hartley; Brian J. Gravelle; Furong Huang; Cornelia Fermüller; Yiannis Aloimonos (CoRR, 2024)

MyThisYourThat for interpretable identification of systematic bias in federated learning for biomedical images. - Klavdiia Naumova; Arnout Devos; Sai Praneeth Karimireddy; Martin Jaggi; Mary-Anne Hartley (npj Digit. Medicine, 2024)