PG
Patrick Gallinari
cs.LGcs.AIcs.CLstat.MLcs.CVcs.NEphysics.flu-dyncs.IRAlgorithmsArtificial Intelligence
On Valency
published · living versionsW_5h5jq28z·v1 · currentpublished
Compote: Collapse-Resistant Multiple Hypothesis Learning For Sequential Recommendation
with Louis Castres Saint Martin, Clement Calauzenes, Alain Rakotomamonjy
1 version
W_yc3yx8eg·v1published
W_vhezywh2·v1published
Preprints & journals
86 papers in the corpus · 1999–2026Physiology-Aware Graph Attention for Early Ventricular Reentry Prediction2610.26430v1 · Maelis Morier (EPIONE), Jairo Rodr'iguez Padilla, Patrick Gallinari et al.2026 · 0 citationsSTACOM 2026 - 17th International Workshop on Statistical Atlases and Computational Models of the Heart, Sep 2026, Strasbourg, Franceon Valency
MemoReason: Evaluating the Effect of Parametric Memory on Contextual Reasoning in LLMs2609.35312v1 · Zineddine Tighidet, Andrea Mogini, Jiali Mei et al.2026 · 0 citationsarXiv
Modelisation of chaotic systems with a latent Stochastic Differential Equation2608.03438v2 · Ismael Zighed, Nicolas Thome, Patrick Gallinari et al.2026 · 0 citationsarXiv
Are We Evaluating Knowledge or Phrasing? Mitigating MCQA Sensitivity with ParaEval2606.10657v1 · Joao Maria Janeiro, Mathurin Videau, Andrea Caciolai et al.2026 · 0 citationsarXiv
Learning Physically Consistent Lagrangian Control Models Without Acceleration Measurements2512.03035v1 · Ibrahim Laiche, Mokrane Boudaoud, Patrick Gallinari et al.2025 · 0 citationsarXiv
Leveraging Scale Separation and Stochastic Closure for Data-Driven Prediction of Chaotic Dynamics2510.24583v2 · Ismael Zighed, Nicolas Thome, Patrick Gallinari et al.2025 · 0 citationsDCE 7 (2026) e12
Context Copying Modulation: The Role of Entropy Neurons in Managing Parametric and Contextual Knowledge Conflicts2509.10663v2 · Zineddine Tighidet, Andrea Mogini, Hedi Ben-younes et al.2025 · 1 citationEMNLP 2025
NeurIPS 2025 E2LM Competition : Early Training Evaluation of Language Models2506.07731v1 · Mouadh Yagoubi, Yasser Dahou, Billel Mokeddem et al.2025 · 0 citationsarXiv
ENMA: Tokenwise Autoregression for Generative Neural PDE Operators2506.06158v3 · Armand Kassai Koupai, Lise Le Boudec, Louis Serrano et al.2025 · 0 citationsarXiv
UP-dROM : Uncertainty-Aware and Parametrised dynamic Reduced-Order Model, application to unsteady flows2503.23236v3 · Ismael Zighed, Nicolas Thome, Patrick Gallinari et al.2025 · 0 citationsarXiv
SCOPE: A Self-supervised Framework for Improving Faithfulness in Conditional Text Generation2502.13674v1 · Song Duong, Florian Le Bronnec, Alexandre Allauzen et al.2025 · 0 citationsarXiv
GEPS: Boosting Generalization in Parametric PDE Neural Solvers through Adaptive Conditioning2410.23889v2 · Armand Kassai Koupai, Jorge Mifsut Benet, Yuan Yin et al.2024 · 0 citationsConference on Neural Information Processing Systems (NeurIPS) 2024
Learning a Neural Solver for Parametric PDE to Enhance Physics-Informed Methods2410.06820v5 · Lise Le Boudec, Emmanuel de Bezenac, Louis Serrano et al.2024 · 0 citationsarXiv
Probing Language Models on Their Knowledge Source2410.05817v3 · Zineddine Tighidet, Andrea Mogini, Jiali Mei et al.2024 · 2 citationsarXiv
Zebra: In-Context Generative Pretraining for Solving Parametric PDEs2410.03437v3 · Louis Serrano, Armand Kassai Koupai, Thomas X Wang et al.2024 · 0 citationsarXiv
MEXMA: Token-level objectives improve sentence representations2409.12737v1 · Joao Maria Janeiro, Benjamin Piwowarski, Patrick Gallinari et al.2024 · 1 citationarXiv
NeurIPS 2024 ML4CFD Competition: Harnessing Machine Learning for Computational Fluid Dynamics in Airfoil Design2407.01641v1 · Mouadh Yagoubi, David Danan, Milad Leyli-abadi et al.2024 · 1 citationarXiv
AROMA: Preserving Spatial Structure for Latent PDE Modeling with Local Neural Fields2406.02176v3 · Louis Serrano, Thomas X Wang, Etienne Le Naour et al.2024 · 3 citationsConference on Neural Information Processing Systems (NeurIPS) 2024
Advancing Dermatological Diagnostics: Interpretable AI for Enhanced Skin Lesion Classification.38611666 · Metta, Carlo, Beretta, Andrea, Guidotti, Riccardo et al.2024 · 34 citationsDiagnostics (Basel, Switzerland). 2024;14(7)
ML4PhySim : Machine Learning for Physical Simulations Challenge (The airfoil design)2403.01623v1 · Mouadh Yagoubi, Milad Leyli-Abadi, David Danan et al.2024 · 0 citationsarXiv
LOCOST: State-Space Models for Long Document Abstractive Summarization2401.17919v3 · Florian Le Bronnec, Song Duong, Mathieu Ravaut et al.2024 · 3 citationsarXiv
Simultaneous data assimilation and cardiac electrophysiology model correction using differentiable physics and deep learning.38106918 · Kashtanova, Victoriya, Pop, Mihaela, Ayed, Ibrahim et al.2024 · 7 citationsInterface focus. 2023;13(6):20230043
Module-wise Training of Neural Networks via the Minimizing Movement Scheme2309.17357v3 · Skander Karkar, Ibrahim Ayed, Emmanuel de B'ezenac et al.2023 · 2 citationsarXiv
INFINITY: Neural Field Modeling for Reynolds-Averaged Navier-Stokes Equations2307.13538v1 · Louis Serrano, Leon Migus, Yuan Yin et al.2023 · 3 citationsICML 2023 Workshop on Synergy of Scientific and Machine Learning Modeling
Operator Learning with Neural Fields: Tackling PDEs on General Geometries2306.07266v2 · Louis Serrano, Lise Le Boudec, Armand Kassai Koupai et al.2023 · 31 citations37th Conference on Neural Information Processing Systems (NeurIPS 2023)
Time Series Continuous Modeling for Imputation and Forecasting with Implicit Neural Representations2306.05880v5 · Etienne Le Naour, Louis Serrano, L'eon Migus et al.2023 · 2 citationsarXiv
Adversarial Sample Detection Through Neural Network Transport Dynamics2306.04252v2 · Skander Karkar, Patrick Gallinari, Alain Rakotomamonjy2023 · 1 citationarXiv
Stability of implicit neural networks for long-term forecasting in dynamical systems2305.17155v2 · Leon Migus, Julien Salomon, Patrick Gallinari2023 · 3 citationsarXiv
Learning from Multiple Sources for Data-to-Text and Text-to-Data2302.11269v1 · Song Duong, Alberto Lumbreras, Mike Gartrell et al.2023 · 0 citationsarXiv
Exemplars and Counterexemplars Explanations for Image Classifiers, Targeting Skin Lesion Labeling2302.03033v1 · Carlo Metta, Riccardo Guidotti, Yuan Yin et al.2023 · 13 citations2021 IEEE Symposium on Computers and Communications (ISCC)
AirfRANS: High Fidelity Computational Fluid Dynamics Dataset for Approximating Reynolds-Averaged Navier-Stokes Solutions2212.07564v3 · Florent Bonnet, Ahmed Jocelyn Mazari, Paola Cinnella et al.2022 · 43 citations36th Conference on Neural Information Processing Systems (NeurIPS 2022) Track on Datasets and Benchmarks
HMOE: Hypernetwork-based Mixture of Experts for Domain Generalization2211.08253v3 · Jingang Qu, Thibault Faney, Ze Wang et al.2022 · 4 citationsarXiv
Block-wise Training of Residual Networks via the Minimizing Movement Scheme2210.00949v2 · Skander Karkar, Ibrahim Ayed, Emmanuel de B'ezenac et al.2022 · 0 citationsarXiv
Continuous PDE Dynamics Forecasting with Implicit Neural Representations2209.14855v2 · Yuan Yin, Matthieu Kirchmeyer, Jean-Yves Franceschi et al.2022 · 14 citationsThe Eleventh International Conference on Learning Representations, International Conference on Representation Learning, May 2023, Kigali, Rwanda
Multi-scale Physical Representations for Approximating PDE Solutions with Graph Neural Operators2206.14687v1 · L'eon Migus, Yuan Yin, Jocelyn Ahmed Mazari et al.2022 · 4 citationsICLR 2022 Workshop on Geometrical and Topological Representation Learning
An extensible Benchmarking Graph-Mesh dataset for studying Steady-State Incompressible Navier-Stokes Equations2206.14709v1 · Florent Bonnet, Jocelyn Ahmed Mazari, Thibaut Munzer et al.2022 · 2 citationsICLR 2022 Workshop on Geometrical and Topological Representation Learning
Diverse Weight Averaging for Out-of-Distribution Generalization2205.09739v2 · Alexandre Ram'e, Matthieu Kirchmeyer, Thibaud Rahier et al.2022 · 36 citationsarXiv
PTFlash : A deep learning framework for isothermal two-phase equilibrium calculations2205.03090v2 · Jingang Qu (MLIA, IFPEN), Thibault Faney (IFPEN) et al.2022 · 1 citationarXiv
Generalizing to New Physical Systems via Context-Informed Dynamics Model2202.01889v3 · Matthieu Kirchmeyer, Yuan Yin, J'er'emie Dona et al.2022 · 2 citationsarXiv
Explainable Deep Image Classifiers for Skin Lesion Diagnosis2111.11863v1 · Carlo Metta, Andrea Beretta, Riccardo Guidotti et al.2021 · 6 citationsarXiv
Mapping conditional distributions for domain adaptation under generalized target shift2110.15057v2 · Matthieu Kirchmeyer (MLIA), Alain Rakotomamonjy (LITIS), Emmanuel de Bezenac (MLIA) et al.2021 · 7 citationsarXiv
Separating Retention from Extraction in the Evaluation of End-to-end Relation Extraction2109.12008v1 · Bruno Taill'e, Vincent Guigue, Geoffrey Scoutheeten et al.2021 · 4 citationsarXiv
Unsupervised domain adaptation with non-stochastic missing data2109.09505v1 · Matthieu Kirchmeyer (MLIA), Patrick Gallinari (MLIA), Alain Rakotomamonjy (LITIS) et al.2021 · 2 citationsarXiv
Differentiable Feature Selection, a Reparameterization Approach2107.10030v1 · J'er'emie Dona (MLIA), Patrick Gallinari (MLIA)2021 · 0 citationsEuropean Conference (ECML-PKDD), In press
A Neural Tangent Kernel Perspective of GANs2106.05566v5 · Jean-Yves Franceschi (MLIA), Emmanuel de B'ezenac (SAM, MLIA) et al.2021 · 6 citations39th International Conference on Machine Learning, International Machine Learning Society, Jul 2022, Baltimore, MD, United States. pp.6660-6704
LEADS: Learning Dynamical Systems that Generalize Across Environments2106.04546v2 · Yuan Yin, Ibrahim Ayed, Emmanuel de B'ezenac et al.2021 · 6 citationsarXiv
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic Evaluation2104.07555v3 · Cl'ement Rebuffel, Thomas Scialom, Laure Soulier et al.2021 · 24 citationsarXiv
QuestEval: Summarization Asks for Fact-based Evaluation2103.12693v2 · Thomas Scialom, Paul-Alexis Dray, Patrick Gallinari et al.2021 · 188 citationsarXiv
Controlling Hallucinations at Word Level in Data-to-Text Generation2102.02810v2 · Cl'ement Rebuffel, Marco Roberti, Laure Soulier et al.2021 · 50 citationsarXiv
Stochastic sparse adversarial attacks2011.12423v4 · Manon C'esaire, Lucas Schott, Hatem Hajri et al.2020 · 5 citationsarXiv
Career total: 650 works. 86 are in this corpus.Showing the 50 most recent.
Profile built from the corpus for this byline.
Author records are still filling in while the Hub is in alpha. If this is your page, you'll be able to claim it soon. Spot a mistake? Tell us.