output
20152025
most citedMachine learning force fields and coarse-grained variables in molecular dynamics: application to materials and biological systems

230 citations

25 papers

stat.ME2025

Calibrating confounding strength in sensitivity models for weighting estimators: a comparative review and a new method

Jean-Baptiste Baitairian, Bernard Sebastien, Rana Jreich +2

Causal inference is only valid when its underlying assumptions are satisfied, one of the most central being the ignorability or unconfoundedness assumption. However, this hypothesi…

eess.IV2025

Efficient Fine-Tuning of DINOv3 Pretrained on Natural Images for Atypical Mitotic Figure Classification

Guillaume Balezo, Raphaël Bourgade, Hana Feki +6

Atypical mitotic figures (AMFs) indicate abnormal cell division associated with poor prognosis. Their detection remains difficult due to low prevalence, subtle morphology, and inte…

cs.CV2025★ 2 cited

MIPHEI-ViT: Multiplex Immunofluorescence Prediction from H&E Images using ViT Foundation Models

Guillaume Balezo, Roger Trullo, Albert Pla Planas +2

Histopathological analysis is a cornerstone of cancer diagnosis, with Hematoxylin and Eosin (H&E) staining routinely acquired for every patient to visualize cell morphology and tis…

stat.ME2025★ 2 cited

Treatment Effect Estimation in Causal Survival Analysis: Practical Recommendations

Charlotte Voinot, Clément Berenfeld, Imke Mayer +2

The restricted mean survival time (RMST) difference offers an interpretable causal contrast to estimate the treatment effect for time-to-event outcomes, yet a wide range of availab…

stat.ME2024★ 1 cited

Sharp Bounds for Continuous-Valued Treatment Effects with Unobserved Confounders

Jean-Baptiste Baitairian, Bernard Sebastien, Rana Jreich +2

In causal inference, treatment effects are typically estimated under the ignorability, or unconfoundedness, assumption, which is often unrealistic in observational data. By relaxin…

q-bio.BM2024★ 13 cited

RNA Dynamics from Experimental and Computational Approaches

Giovanni Bussi, Massimiliano Bonomi, Paraskevi Gkeka +16

Ribonucleic acids (RNA) are unique in that they can store genetic information, replicate and perform catalysis. Importantly, RNA molecules are highly dynamic, and thus determining…