News

Gave a talk on “An analytic theory of convolutional neural network inverse problems solvers” at the Workshop on Principles and Methods in Generative Modeling of Complex Processes at IRIT, Toulouse.

Co-organizing the new edition of the DeepInverse hackathon at CIRM, Marseille, 30 August – 2 September 2026, as one of the library’s maintainers.

I will be attending ICML 2026 in Seoul, South Korea, 8–14 July. Come say hello at our poster — happy to chat about collaborations or research ideas.

Attending the Peyresq 26 summer school on generative models: a week of lectures and tutorials on diffusion models, flow matching and optimal transport.

Our paper “A Morse-Bott Framework for Blind Inverse Problems: Local Recovery Guarantees and the Failure of the MAP” has been accepted in the SIAM Journal on Imaging Sciences (SIIMS).

Our paper “An analytic theory of convolutional neural network inverse problems solvers” has been accepted at ICML 2026.

With Andrew Wang, presenting DeepInverse at the PyTorch Conference Europe 2026 in Paris.

New preprint: “An analytic theory of convolutional neural network inverse problems solvers”. Under two structural constraints (translation equivariance and locality), we derive closed-form, interpretable expressions for trained CNN solvers and validate them across architectures and inverse problems.

DeepInverse is now officially part of the PyTorch Ecosystem.

New preprint: “A Morse-Bott Framework for Blind Inverse Problems: Local Recovery Guarantees and the Failure of the MAP”, studying blind deconvolution with state-of-the-art diffusion priors.

Presenting a poster on blind deconvolution in optical microscopy at IABM 2025, and a talk at the IRIT PhD seminar.

Representing the DeepInverse community to receive the Open Science Prize from the French Ministry of Higher Education and Research.

New preprint: “Comparing Plug-and-Play and Unrolled networks” — a review of both approaches in a Bayesian framework, relating each to a statistical estimator.

Participating in the DeepInverse hackathon at CIRM, Marseille, 28–29 October 2024: two days with contributors from across Europe adding imaging operators and diffusion samplers to DeepInverse.

Our paper “DeepVibes: Correcting Micro-Vibrations in Satellite Imaging with Pushbroom Cameras” has been accepted in IEEE Transactions on Geoscience and Remote Sensing.