output
20122025
most citedDeep Learning for Physical Processes: Incorporating Prior Scientific Knowledge

259 citations

179 papers

cs.LG2025

Abacus: Self-Supervised Event Counting-Aligned Distributional Pretraining for Sequential User Modeling

Sullivan Castro, Artem Betlei, Thomas Di Martino +1

Modeling user purchase behavior is a critical challenge in display advertising systems, necessary for real-time bidding. The difficulty arises from the sparsity of positive user ev…

physics.flu-dyn2025

Leveraging Scale Separation and Stochastic Closure for Data-Driven Prediction of Chaotic Dynamics

Ismaël Zighed, Nicolas Thome, Patrick Gallinari +1

Simulating turbulent fluid flows is a computationally prohibitive task, as it requires the resolution of fine-scale structures and the capture of complex nonlinear interactions acr…

cs.LG2025

Multi-Armed Bandits with Minimum Aggregated Revenue Constraints

Ahmed Ben Yahmed, Hafedh El Ferchichi, Marc Abeille +1

We examine a multi-armed bandit problem with contextual information, where the objective is to ensure that each arm receives a minimum aggregated reward across contexts while simul…

math.PR2025

Planted clique recovery in random geometric graphs

Konstantin Avrachenkov, Andrei Bobu, Nelly Litvak +1

We investigate the problem of identifying planted cliques in random geometric graphs, focusing on two distinct algorithmic approaches: the first based on vertex degrees (VD) and th…

cs.LG2025

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models

Ilana Sebag, Jean-Yves Franceschi, Alain Rakotomamonjy +2

Generative Adversarial Networks (GANs) and diffusion models have emerged as leading approaches for high-quality image synthesis. While both can be trained under differential privac…

cs.DS2025

Online matching on stochastic block model

Maria Cherifa, Clément Calauzènes, Vianney Perchet

While online bipartite matching has gained significant attention in recent years, existing analyses in stochastic settings fail to capture the performance of algorithms on heteroge…