Publications

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Evaluation and Prognostic Validation of Deep Regression Models for WSI-Based Gene-Expression Prediction
Preprint, 2026

arXiv Poster

Extending Pretrained 10-Second ECG Foundation Models to Longer Horizons
Preprint, 2026

arXiv

Benchmarking Pathology Foundation Models for Breast Cancer Survival Prediction
Preprint, 2026

arXiv Slides

Evaluating Computational Pathology Foundation Models for Prostate Cancer Grading under Distribution Shifts
Preprint, 2026

arXiv Slides

BAS: A Decision-Theoretic Approach to Evaluating Large Language Model Confidence
COLM, 2026

arXiv Code

Semantic Self-Distillation for Language Model Uncertainty
UAI, 2026

arXiv

Entropy Alone is Insufficient for Safe Selective Prediction in LLMs
Preprint, 2026

arXiv

SignalMC-MED: A Multimodal Benchmark for Evaluating Biosignal Foundation Models on Single-Lead ECG and PPG
Preprint, 2026

arXiv Code

Scanner-Induced Domain Shifts Undermine the Robustness of Pathology Foundation Models
Preprint, 2026

arXiv Slides

Efficient Image Restoration with State-Dependent Forward Diffusion
TMLR, 2026

arXiv Code Project Openreview

Multi-Stain Modelling of Histopathology Slides for Breast Cancer Prognosis Prediction
Preprint, 2024

Preprint

Automated Segmentation of Synchrotron-Scanned Fossils
Fossil Record, 2025

Preprint Link to paper

Taming Diffusion Models for Image Restoration: A Review
Philosophical Transactions of the Royal Society A, 2025

arXiv Link to paper

Evaluating Regression and Probabilistic Methods for ECG-Based Electrolyte Prediction
Scientific Reports, 2024

Link to paper Code

Photo-Realistic Image Restoration in the Wild with Controlled Vision-Language Models
CVPR Workshops, 2024

arXiv Code

Towards Accurate and Reliable Deep Regression Models
PhD Thesis, 2023

pdf DiVA Video Slides

Controlling Vision-Language Models for Multi-Task Image Restoration
ICLR, 2024

arXiv Code Project Openreview

Refusion: Enabling Large-Size Realistic Image Restoration with Latent-Space Diffusion Models
CVPR Workshops, 2023

arXiv Code

How Reliable is Your Regression Model's Uncertainty Under Real-World Distribution Shifts?
TMLR, 2023

arXiv Code Video Openreview Slides

Image Restoration with Mean-Reverting Stochastic Differential Equations
ICML, 2023

arXiv Code Project

Learning Proposals for Practical Energy-Based Regression
AISTATS, 2022

arXiv Code Poster Slides

Uncertainty-Aware Body Composition Analysis with Deep Regression Ensembles on UK Biobank MRI
Computerized Medical Imaging and Graphics, 2021

arXiv Code

Deep Energy-Based NARX Models
SYSID, 2021

arXiv Code Slides

Accurate 3D Object Detection using Energy-Based Models
CVPR Workshops, 2021

arXiv Code Poster Video Slides

How to Train Your Energy-Based Model for Regression
BMVC, 2020

arXiv Code Video (1.5 min) Slides (1.5 min)

Energy-Based Models for Deep Probabilistic Regression
ECCV, 2020

arXiv Code Video (1 min) Slides (1 min) Video Slides

Evaluating Scalable Bayesian Deep Learning Methods for Robust Computer Vision
CVPR Workshops, 2020

arXiv Code Poster Video Slides

Automotive 3D Object Detection Without Target Domain Annotations
Master of Science Thesis in Electrical Engineering, 2018

Link to paper Code Video Slides