2 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- Institut de Recherche en Informatique de ToulouseFR5 papers
- Institut Polytechnique de BordeauxFR2 papers
- IRT M2PFR2 papers
- Société Nationale des Chemins de Fer Français (France)FR2 papers
- Université Toulouse-I-CapitoleFR2 papers
- Université Toulouse III - Paul SabatierFR2 papers
- Université Toulouse - Jean JaurèsFR2 papers
- Centre de Recherche en Mathématiques de la DécisionFR1 paper
- École Nationale Supérieure de Mécanique et des MicrotechniquesFR1 paper
- Institut de Mathématiques de ToulouseFR1 paper
- Institut Denis PoissonFR1 paper
- Institut National des Sciences Appliquées de ToulouseFR1 paper
10 papers
Backward bifurcations in spatial replicator models:when invasion criteria fail to predict coexistence
Tomas Freire, Erida Gjini, Sten Madec
The replicator equation is a central framework for studying frequency--dependent selection in ecology and evolutionary game theory. In well-mixed populations, the long-term outcome…
LiST: Lipschitz Scaling Training for Robust and Calibrated Neural Networks
Arthur Chiron, Franck Mamalet, Thomas Massena +2
While accuracy, robustness, and calibration are all essential for reliable neural networks, they are often studied separately; developing models that satisfy all three simultaneous…
LipSSD: Lipschitz-Constrained Single-Shot Detection for Adversarially Robust Object Detection
Vincent Lébé, Yannick Prudent, Corentin Friedrich +3
Object detectors have many applications in safety-critical systems, but they are known to be sensitive to worst-case perturbations such as adversarial attacks, which limits their a…
From SGD to Muon: Adaptive Optimization via Schatten-p Norms
Thomas Massena, Corentin Friedrich, Mathieu Serrurier
Modern optimizers, like Muon, impose matrix-wise geometry constraints on their updates. These matrix-wise constraints can be unified under Linear Minimization Oracle (LMO) theory.…
Multi-strain SIS dynamics with coinfection under host population structure
Sten Madec, Nicola Cinardi, Erida Gjini
Coinfection phenomena are common in nature, yet there is a lack of analytical approaches for coinfection systems with a high number of circulating and interacting strains. In this…
Fast and Flexible Robustness Certificates for Semantic Segmentation
Thomas Massena, Corentin Friedrich, Franck Mamalet +1
Deep Neural Networks are vulnerable to small perturbations that can drastically alter their predictions for perceptually unchanged inputs. The literature on adversarially robust De…
Derivation of a spatial replicator system with environmental heterogeneity from a co-colonization SIS model with N strains and P patches
Sten Madec, Erida Gjini
The interplay between local and regional processes in the dynamics of ecological communities remains a challenge to model, analyze and predict. This is especially notable in infect…
Efficient Robust Conformal Prediction via Lipschitz-Bounded Networks
Thomas Massena, Léo andéol, Thibaut Boissin +4
Conformal Prediction (CP) has proven to be an effective post-hoc method for improving the trustworthiness of neural networks by providing prediction sets with finite-sample guarant…
Gaussian Process-driven Hidden Markov Models for Early Diagnosis of Infant Gait Anomalies
Luis Torres-Torres F., Jonatan Arias-García, Hernán F. García +2
Gait analysis is critical in the early detection and intervention of motor neurological disorders in infants. Despite its importance, traditional methods often struggle to model th…
On the Krein-Rutman theorem and beyond
Claudia Fonte Sanchez, Pierre Gabriel, Stéphane Mischler
In this work, we revisit the Krein-Rutman theory for semigroups of positive operators in a Banach lattice framework and we provide some very general, efficient and handy results wi…