Selected & complete
Publications
Selected work first, then the full list by year. Live metrics on Google Scholar.
Selected
Machine Learning-Driven Histotype Diagnosis of Ovarian Carcinoma: Insights from the OCEAN AI ChallengeSubmitted
Nature Medicine, 2025
GeneExpert: General-Purpose Representation Learning for Bulk RNA-Seq DataSubmitted
Nature Biotechnology, 2025
Deep Learning-Based Analysis of Routine Histopathology Slides Predicts Response to PARP Inhibitors in High-Grade Serous Ovarian CancerUnder Review
Nature Communications, 2025
Histological and Molecular Determinants of Upgrade Risk in Prostate Cancers Eligible for Active SurveillanceSubmitted
Nature Communications, 2025
AI-Based Histopathology Image Analysis Reveals a Distinct Subset of Endometrial Cancers
Nature Communications, 2024, 15(1), 4973
Volta: An Environment-Aware Contrastive Cell Representation Learning for Histopathology
Nature Communications, 2024, 15(1), 3942
E-scape: Interactive Visualization of Single-Cell Phylogenetics and Cancer Evolution
Nature Methods, 2017, 14(6), 549–550
Dynamics of Genomic Clones in Breast Cancer Patient Xenografts at Single-Cell Resolution
Nature, 2015, 518(7539), 422–426
Multifocal Clonal Evolution Characterized Using Circulating Tumour DNA in a Case of Metastatic Breast Cancer
Nature Communications, 2015, 6(1), 8760
All publications
Performance Assessment of a Deep Learning–Based Algorithm for Ovarian Cancer Histotyping in an Independent Data Set
American Journal of Surgical Pathology, 2026, 50(2), 179–188
KAFSTExp: Kernel Adaptive Filtering with Nyström Approximation for Predicting Spatial Gene Expression from Histology Images
IEEE J. Biomedical and Health Informatics, 2026, 30(3), 2203–2216
Pre-Surgical Risk Stratification of NSMP Endometrial Cancer Using AI on Biopsies
Laboratory Investigation, 2026, 106(3), 943
HistoMILKD: A Multiple-Instance-Learning Multi-Teacher Knowledge Distillation Framework for Whole-Slide Image Classification
IEEE/CVF Winter Conf. on Applications of Computer Vision (WACV), 2026, 3390–3400
Machine Learning-Driven Histotype Diagnosis of Ovarian Carcinoma: Insights from the OCEAN AI ChallengeSubmitted
Nature Medicine, 2025
GeneExpert: General-Purpose Representation Learning for Bulk RNA-Seq DataSubmitted
Nature Biotechnology, 2025
Deep Learning-Based Analysis of Routine Histopathology Slides Predicts Response to PARP Inhibitors in High-Grade Serous Ovarian CancerUnder Review
Nature Communications, 2025
Histological and Molecular Determinants of Upgrade Risk in Prostate Cancers Eligible for Active SurveillanceSubmitted
Nature Communications, 2025
A Deep Learning Framework for Classification of Neuroendocrine Neoplasm Whole-Slide Images
Cancers, 2025, 17(18), 2991
Benchmarking Histopathology Foundation Models for Ovarian Cancer Bevacizumab Treatment-Response Prediction from Whole-Slide Images
Discover Oncology, 2025, 16(1), 1–15
Boltzmann Semantic Score: A Semantic Metric for Evaluating Large Vision Models Using Large Language Models
Intl. Conf. on Learning Representations (ICLR), 2025, 101667–101692
Risk Stratification Using Deep Features in IDH-Mutant Gliomas
Neuro-Oncology Advances, 2025, 7(Suppl 3), iii8
OCEAN Challenge: Advancing AI for Generalized Ovarian Cancer Diagnosis
Laboratory Investigation, 2025, 105(3), 941
AI-Based Histopathology Image Analysis Reveals a Distinct Subset of Endometrial Cancers
Nature Communications, 2024, 15(1), 4973
Volta: An Environment-Aware Contrastive Cell Representation Learning for Histopathology
Nature Communications, 2024, 15(1), 3942
Machine Learning-Driven Histotype Diagnosis of Ovarian Carcinoma: Insights from the OCEAN AI ChallengePreprint
medRxiv, 2024.04
Learning Generalizable AI Models for Multi-Center Histopathology Image Classification
npj Precision Oncology, 2024, 8(1), 151
A Deep Learning Approach for the Identification of the Molecular Subtypes of Pancreatic Ductal Adenocarcinoma Based on Whole-Slide Pathology Images
American Journal of Pathology, 2024, 194(12), 2302–2312
Benchmarking Bulk and Single-Cell Variant-Calling Approaches on Chromium scRNA-Seq and scATAC-Seq Libraries
Genome Research, 2024, 34(8), 1196–1210
GRASP: Graph-Structured Pyramidal Whole-Slide Image Representation
AAAI Conf. on Artificial Intelligence, 2024
Sparse Multi-Modal Graph Transformer with Shared-Context Processing for Representation Learning of Giga-Pixel Images
IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), 2023, 11547–11557
CO-PILOT: Dynamic Top-Down Point Cloud with Conditional Neighborhood Aggregation for Multi-Gigapixel Histopathology Image Representation
IEEE/CVF Intl. Conf. on Computer Vision (ICCV), 2023, 21063–21073
ALL-IN: A Local-Global Graph-Based Distillation Model for Representation Learning of Gigapixel Histopathology Images with Application in Cancer Risk Assessment
Intl. Conf. on Medical Image Computing and Computer-Assisted Intervention (MICCAI), Springer, 2023, 765–775
A Morphology-Focused Diffusion Probabilistic Model for Synthesis of Histopathology Images
IEEE/CVF Winter Conf. on Applications of Computer Vision (WACV), 2023, 2000–2009
CCRL: Contrastive Cell Representation Learning
Computer Vision – ECCV 2022 Workshops, Springer, 2023, 397–407
Deep Learning-Based Histotype Diagnosis of Ovarian Carcinoma Whole-Slide Pathology Images
Modern Pathology, 2022, 35(12), 1983–1990
The Utility of Color Normalization for AI-Based Diagnosis of Hematoxylin- and Eosin-Stained Pathology Images
Journal of Pathology, 2022, 256(1), 15–24
Identification of a Novel Subtype of Endometrial Cancer with Unfavorable Outcome Using AI-Based Histopathology Image Analysis
ASCO Annual Meeting, 2022
Deep Learning-Based Classification Distinguishes Sarcomatoid Malignant Mesotheliomas from Benign Spindle-Cell Mesothelial Proliferations
Modern Pathology, 2021, 34(11), 2028–2035
Synthesis of Diagnostic-Quality Cancer Pathology Images by Generative Adversarial Networks
Journal of Pathology, 2020, 252(2), 178–188
Classification of Epithelial Ovarian Carcinoma Whole-Slide Pathology Images Using Deep Transfer Learning
Medical Imaging with Deep Learning (MIDL), 2020
clonealign: Statistical Integration of Independent Single-Cell RNA and DNA Sequencing Data from Human Cancers
Genome Biology, 2019, 20, 1–12
Engineered In-Vitro Cell-Line Mixtures and Robust Evaluation of Computational Methods for Clonal Decomposition and Longitudinal Dynamics in Cancer
Scientific Reports, 2017, 7(1), 13467
E-scape: Interactive Visualization of Single-Cell Phylogenetics and Cancer Evolution
Nature Methods, 2017, 14(6), 549–550
Dynamics of Genomic Clones in Breast Cancer Patient Xenografts at Single-Cell Resolution
Nature, 2015, 518(7539), 422–426
Multifocal Clonal Evolution Characterized Using Circulating Tumour DNA in a Case of Metastatic Breast Cancer
Nature Communications, 2015, 6(1), 8760
Multifocal Endometriotic Lesions Associated with Cancer Are Clonal and Carry a High Mutation Burden
Journal of Pathology, 2015, 236(2), 201–209
Learning Bounded Tree-Width Bayesian Networks Using Integer Linear Programming
Artificial Intelligence and Statistics (AISTATS), PMLR, 2014, 751–759
Learning Oncogenetic Networks by Reducing to Mixed Integer Linear Programming
PLoS ONE, 2013, 8(6), e65773
A-to-I Editing of microRNAs in the Mammalian Brain Increases During Development
Genome Research, 2012, 22(8), 1477–1487
billiARds: Augmented Reality System with Wearable Force-Feedback Device
Intl. Conf. on Human-Computer Interaction (HCII), 2005
Robust Adaptive Control Simulation of a Wire-Suspended Parallel Manipulator
Intl. Conf. on Control, Automation and Systems (ICCAS), 2004, 46–51