GL

Gilles Louppe

0000-0002-2082-3106

cs.LGstat.MLhep-phphysics.data-anastro-ph.IMphysics.ao-phastro-ph.COcs.AIcs.CVhep-ex

On Valency

published · living versions

Learning to Pivot with Adversarial Networks

with Michael Kagan, Kyle Cranmer

1 version

W_s3t65kzxv1 · current

QCD-Aware Recursive Neural Networks for Jet Physics

W_p54qbnchv1

Approximating Likelihood Ratios with Calibrated Discriminative Classifiers

W_tpg3tch3v1

Reconciling European Electricity Data with Diffusion Priors Learned from Observations Alone

W_rpssxwatv1

Preprints & journals

88 papers in the corpus · 2013–2026

An Introduction to Bayesian and Frequentist Simulation-Based Inference with Machine Learning

Maximilian Dax, Theo Heimel, Gilles Louppe

0 citations

2607.21702v22026arXiv

Accounting for Hysteresis and Eddy Currents in Finite Element Simulations of Ferromagnetic Laminated Cores using a Recurrent Neural Network

Florent Purnode, Louis Denis, Francois Henrotte et al.

0 citations

2607.14321v12026arXiv

Generative cell phenotyping with structured latent populations

Bodart, F., De Voeght, A., Baron, F. et al.

0 citations

10.64898/2026.06.30.735507v12026bioRxiv

Training-Free Bayesian Filtering with Generative Emulators

Thomas Savary, Francois Rozet, Gilles Louppe

0 citations

2605.20028v12026arXiv

The Physical Limit of Neural Hypoxia Detection in the Black Sea from Satellite Observations

Victor Mangeleer, Luc Vandenbulcke, Marilaure Gr'egoire et al.

0 citations

2604.25608v32026arXiv

Bayesian Inference for Estimating Generation Costs in Electricity Markets

Matthias Pirlet, Adrien Bolland, Alexandre Huynen et al.

0 citations

2604.08309v12026arXiv

Predict-Project-Renoise: Sampling Diffusion Models under Hard Constraints

Omer Rochman-Sharabi, Gilles Louppe

0 citations

2601.21033v22026arXiv

Improving Semantic Uncertainty Quantification in LVLMs with Semantic Gaussian Processes

Joseph Hoche, Andrei Bursuc, David Brellmann et al.

0 citations

2512.14177v42025arXiv

Enforcing governing equation constraints in neural PDE solvers via training-free projections

Omer Rochman, Gilles Louppe

0 citations

2511.17258v12025arXiv

Training-Free Data Assimilation with GenCast

Thomas Savary, Francois Rozet, Gilles Louppe

0 citations

2509.18811v22025arXiv

Turbulent Injection assisted by Diffusion Models for Scale Resolving Simulations

Margaux Boxho, Joachim Dominique, Tariq Benarama et al.

1 citation

2508.04318v12025arXiv

Lost in Latent Space: An Empirical Study of Latent Diffusion Models for Physics Emulation

Francois Rozet, Ruben Ohana, Michael McCabe et al.

0 citations

2507.02608v42025arXiv

Appa: Bending Weather Dynamics with Latent Diffusion Models for Global Data Assimilation

G'erome Andry, Sacha Lewin, Francois Rozet et al.

1 citation

2504.18720v32025arXiv

Simulation-Based Inference Benchmark for Weak Lensing Cosmology

Justine Zeghal, Denise Lanzieri, Francois Lanusse et al.

11 citations

2409.17975v22024A&A 699, A327 (2025)

Video-Driven Graph Network-Based Simulators

Franciszek Szewczyk, Gilles Louppe, Matthia Sabatelli

0 citations

2409.15344v32024arXiv

Cost Estimation in Unit Commitment Problems Using Simulation-Based Inference

Matthias Pirlet, Adrien Bolland, Gilles Louppe et al.

0 citations

2409.03588v22024arXiv

A Neural Material Point Method for Particle-based Emulation

Omer Rochman Sharabi, Sacha Lewin, Gilles Louppe

0 citations

2408.15753v32024arXiv

Low-Budget Simulation-Based Inference with Bayesian Neural Networks

Arnaud Delaunoy, Maxence de la Brassinne Bonardeaux, Siddharth Mishra-Sharma et al.

1 citation

2408.15136v12024arXiv

Learning Diffusion Priors from Observations by Expectation Maximization

Francois Rozet, G'erome Andry, Francois Lanusse et al.

9 citations

2405.13712v52024arXiv

Harnessing machine learning for accurate treatment of overlapping opacity species in general circulation models

Aaron David Schneider, Paul Molliere, Gilles Louppe et al.

5 citations

2311.00775v32023arXiv

Calibrating Neural Simulation-Based Inference with Differentiable Coverage Probability

Maciej Falkiewicz, Naoya Takeishi, Imahn Shekhzadeh et al.

1 citation

2310.13402v12023arXiv

Robust Ocean Subgrid-Scale Parameterizations Using Fourier Neural Operators

Victor Mangeleer, Gilles Louppe

0 citations

2310.02691v22023arXiv

Score-based Data Assimilation for a Two-Layer Quasi-Geostrophic Model

Francois Rozet, Gilles Louppe

2 citations

2310.01853v22023arXiv

Dynamic NeRFs for Soccer Scenes

Sacha Lewin, Maxime Vandegar, Thomas Hoyoux et al.

8 citations

2309.06802v12023arXiv

Score-based Data Assimilation

Francois Rozet, Gilles Louppe

28 citations

2306.10574v22023arXiv

Policy Gradient Algorithms Implicitly Optimize by Continuation

Adrien Bolland, Gilles Louppe, Damien Ernst

1 citation

2305.06851v32023arXiv

Balancing Simulation-based Inference for Conservative Posteriors

Arnaud Delaunoy, Benjamin Kurt Miller, Patrick Forr'e et al.

1 citation

2304.10978v12023arXiv

Implicit representation priors meet Riemannian geometry for Bayesian robotic grasping

Norman Marlier, Julien Gustin, Olivier Bruls et al.

0 citations

2304.08805v22023arXiv

Cracking the genetic code with neural networks.

Joiret, Marc, Leclercq, Marine, Lambrechts, Gaspard et al.

6 citations

370913012023Frontiers in artificial intelligence. 2023;6:1128153

Graph-informed simulation-based inference for models of active matter

Namid R. Stillman, Silke Henkes, Roberto Mayor et al.

0 citations

2304.06806v12023arXiv

Simulation-based Bayesian inference for robotic grasping

Norman Marlier, Olivier Bruls, Gilles Louppe

0 citations

2303.05873v12023arXiv

Developing a Video Game as an Awareness and Research Tool Based on SARS-CoV-2 Epidemiological Dynamics and Motivational Perspectives.

Messina, Alexis, Schyns, Michael, Dozo, Björn-Olav et al.

5 citations

403038002025Transboundary and emerging diseases. 2023;2023:8205408

Neural posterior estimation for exoplanetary atmospheric retrieval

Malavika Vasist, Francois Rozet, Olivier Absil et al.

51 citations

2301.06575v22023A&A 672, A147 (2023)

Adaptive Self-Training for Object Detection

Renaud Vandeghen, Gilles Louppe, Marc Van Droogenbroeck

15 citations

2212.05911v22022arXiv

A simulator-based autoencoder for focal plane wavefront sensing

Maxime Quesnel, Gilles Orban de Xivry, Olivier Absil et al.

1 citation

2211.05242v22022Proceedings Volume 12185, Adaptive Optics Systems VIII; 1218532 (2022)

A deep learning approach for focal-plane wavefront sensing using vortex phase diversity

M. Quesnel, G. Orban de Xivry, G. Louppe et al.

15 citations

2210.00632v22022A&A 668, A36 (2022)

Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation

Arnaud Delaunoy, Joeri Hermans, Francois Rozet et al.

14 citations

2208.13624v12022arXiv

A hybrid stochastic model and its Bayesian identification for infectious disease screening in a university campus with application to massive COVID-19 screening at the University of Liège.

Arnst, M, Louppe, G, Van Hulle, R et al.

9 citations

353060092022Mathematical biosciences. 2022;347:108805

Decision-based interactive model to determine re-opening conditions of a large university campus in Belgium during the first COVID-19 wave.

Denoël, Vincent, Bruyère, Olivier, Louppe, Gilles et al.

4 citations

352411622022Archives of public health = Archives belges de sante publique. 2022;80(1):71

Robust Hybrid Learning With Expert Augmentation

Antoine Wehenkel, Jens Behrmann, Hsiang Hsu et al.

6 citations

2202.03881v32022Transaction on Machine Learning Research, 2023

SAE: Sequential Anchored Ensembles

Arnaud Delaunoy, Gilles Louppe

1 citation

2201.00649v22021arXiv

From global to local MDI variable importances for random forests and when they are Shapley values

Antonio Sutera, Gilles Louppe, Van Anh Huynh-Thu et al.

5 citations

2111.02218v1202135th Conference on Neural Information Processing Systems (NeurIPS 2021), Sydney, Australia

A Trust Crisis In Simulation-Based Inference? Your Posterior Approximations Can Be Unfaithful

Joeri Hermans, Arnaud Delaunoy, Francois Rozet et al.

32 citations

2110.06581v32021arXiv

Arbitrary Marginal Neural Ratio Estimation for Simulation-based Inference

Francois Rozet, Gilles Louppe

3 citations

2110.00449v32021arXiv

Simulation-based Bayesian inference for multi-fingered robotic grasping

Norman Marlier, Olivier Bruls, Gilles Louppe

1 citation

2109.14275v12021arXiv

Truncated Marginal Neural Ratio Estimation

Benjamin Kurt Miller, Alex Cole, Patrick Forr'e et al.

21 citations

2107.01214v22021arXiv

Diffusion Priors In Variational Autoencoders

Antoine Wehenkel, Gilles Louppe

8 citations

2106.15671v12021arXiv

Focal Plane Wavefront Sensing using Machine Learning: Performance of Convolutional Neural Networks compared to Fundamental Limits

G. Orban de Xivry, M. Quesnel, P.-O. Vanberg et al.

35 citations

2106.04456v12021arXiv

Distributional Reinforcement Learning with Unconstrained Monotonic Neural Networks

Thibaut Th'eate, Antoine Wehenkel, Adrien Bolland et al.

6 citations

2106.03228v32021arXiv

HNPE: Leveraging Global Parameters for Neural Posterior Estimation

Pedro L. C. Rodrigues, Thomas Moreau, Gilles Louppe et al.

7 citations

2102.06477v32021arXiv

Career total: 242 works. 88 are in this corpus.Showing the 50 most recent.

Profile built from the corpus for this byline.

242

works

9,010

citations

37

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