157 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- Laboratoire de Mathématiques et Modélisation d'ÉvryFR24 papers
- Laboratoire de Mathématiques Blaise PascalFR16 papers
- Centre National de la Recherche ScientifiqueFR13 papers
- Centre d'études et de recherche en informatique et communicationsFR12 papers
- Centre BorelliFR9 papers
- Université Paris-SaclayFR9 papers
- Institut Polytechnique de ParisFR6 papers
- Laboratoire Interdisciplinaire des Sciences du NumériqueFR6 papers
- Université d'Évry Val-d'EssonneFR6 papers
- Conservatoire National des Arts et MétiersFR5 papers
- École PolytechniqueFR5 papers
- Institut national de recherche en sciences et technologies du numériqueFR5 papers
8 papers · 1 filter
How Green Can AI Be? A Study of Trends in Machine Learning Environmental Impacts
Clément Morand, Anne-Laure Ligozat, Aurélie Névéol
The compute requirements associated with training Artificial Intelligence (AI) models have increased exponentially over time. Optimisation strategies aim to reduce the energy consu…
Learning conditional distributions on continuous spaces
Cyril Bénézet, Ziteng Cheng, Sebastian Jaimungal
We investigate sample-based learning of conditional distributions on multi-dimensional unit boxes, allowing for different dimensions of the feature and target spaces. Our approach…
Leveraging deterministic weather forecasts for in-situ probabilistic temperature predictions via deep learning
David Landry, Anastase Charantonis, Claire Monteleoni
We propose a neural network approach to produce probabilistic weather forecasts from a deterministic numerical weather prediction. Our approach is applied to operational surface te…
Automatically Adaptive Conformal Risk Control
Vincent Blot, Anastasios N Angelopoulos, Michael I Jordan +1
Science and technology have a growing need for effective mechanisms that ensure reliable, controlled performance from black-box machine learning algorithms. These performance guara…
Towards Universal and Black-Box Query-Response Only Attack on LLMs with QROA
Hussein Jawad, Yassine Chenik, Nicolas J. -B. Brunel
The rapid adoption of Large Language Models (LLMs) has exposed critical security and ethical vulnerabilities, particularly their susceptibility to adversarial manipulations. This p…
Cascading-Tree Algorithm for the 0-1 Knapsack Problem (In Memory of Heiner M{ü}ller-Merbach, a Former President of IFORS)
Mahdi Moeini, Daniel Schermer, Oliver Wendt
In operations research, the Knapsack Problem (KP) is one of the classical optimization problems that has been widely studied. The KP has several variants and, in this paper, we add…
Geometry-aware framework for deep energy method: an application to structural mechanics with hyperelastic materials
Thi Nguyen Khoa Nguyen, Thibault Dairay, Raphaël Meunier +2
Physics-Informed Neural Networks (PINNs) have gained considerable interest in diverse engineering domains thanks to their capacity to integrate physical laws into deep learning mod…
Conformal Approach To Gaussian Process Surrogate Evaluation With Coverage Guarantees
Edgar Jaber, Vincent Blot, Nicolas Brunel +6
Gaussian processes (GPs) are a Bayesian machine learning approach widely used to construct surrogate models for the uncertainty quantification of computer simulation codes in indus…