output
20152026
most citedEuropean Aerosol Phenomenology -- 8: Harmonised Source Apportionment of Organic Aerosol using 22 Year-long ACSM/AMS Datasets

226 citations

59 papers

cs.LG2026

DAStatFormer: A Hybrid Multibranch Transformer with Statistical Feature Integration for DAS-Based Pattern Recognitions

Michel Dione, Jerry Lonlac, Hélène Louis +2

Distributed Acoustic Sensing (DAS) enables large-scale monitoring through optical fibers, but its high dimensionality and complex spatio-temporal patterns make event classification…

eess.IV2026

Tackle CSM in JPEG Steganalysis with Data Adaptation

Rony Abecidan, Vincent Itier, Jérémie Boulanger +2

Steganalysis models excel on benchmark datasets but struggle in the wild when analyzed images are produced by a processing pipeline unseen during training. This problem known as Co…

math.PR2026

Feller Property and Absorption of Diffusions for Multi-Species Metacommunities

Benoît Henry, Céline Wang

We consider individuals of two species distributed over m patches, each with a hosting capacity , where . We assume that all the patches are linked by the d…

cs.CV2025

DinoLizer: Separating VAE and Diffusion Artifacts in Generative Inpainting Localization

Minh Thong Doi, Vincent Itier, Jan Butora +2

We introduce DinoLizer, a DINOv2-based localizer of manipulated areas in generative inpainting. The model is trained to focus on semantically altered regions by treating reconstruc…

cs.LG2025

Maximize margins for robust splicing detection

Julien Simon de Kergunic, Rony Abecidan, Patrick Bas +1

Despite recent progress in splicing detection, deep learning-based forensic tools remain difficult to deploy in practice due to their high sensitivity to training conditions. Even…

math.PR2025

The Directed Spanning Forest: coalescence versus dimension

Tom Garcia-Sanchez

For , the directed spanning forest (DSF) of dimension is an oriented random geometric graph whose vertex set is given by a homogeneous Poisson po…

math.PR2025

Construction of ergodic IDLA forests in

Nicolas Chenavier, David Coupier, Keenan Penner +1

We prove the existence of infinite-volume IDLA forests in , with , based on a multi-source IDLA protocol. Unlike IDLA aggregates, the laws of the IDLA fore…

cs.CV2025

Online hand gesture recognition using Continual Graph Transformers

Rim Slama, Wael Rabah, Hazem Wannous

Online continuous action recognition has emerged as a critical research area due to its practical implications in real-world applications, such as human-computer interaction, healt…

math.PR2024★ 1 cited

The Planar Lattice Two-Neighbor Graph Percolates

David Coupier, Benoît Henry, Benedikt Jahnel +1

The k-neighbor graph is a directed percolation model on the hypercubic lattice Z d in which each vertex independently picks exactly k of its 2d nearest neighbors at random, and we…

stat.CO2024

GraphGrad: Efficient Estimation of Sparse Polynomial Representations for General State-Space Models

Benjamin Cox, Emilie Chouzenoux, Victor Elvira

State-space models (SSMs) are a powerful statistical tool for modelling time-varying systems via a latent state. In these models, the latent state is never directly observed. Inste…

eess.SP2024

Pick the Largest Margin for Robust Detection of Splicing

Julien Simon de Kergunic, Rony Abecidan, Patrick Bas +1

Despite advancements in splicing detection, practitioners still struggle to fully leverage forensic tools from the literature due to a critical issue: deep learning-based detectors…

eess.IV2024

Blind Data Adaptation to tackle Covariate Shift in Operational Steganalysis

Rony Abecidan, Vincent Itier, Jérémie Boulanger +2

The proliferation of image manipulation for unethical purposes poses significant challenges in social networks. One particularly concerning method is Image Steganography, allowing…

cs.LG2024★ 1 cited

Stacking-based deep neural network for player scouting in football 1

Simon Lacan

Datascouting is one of the most known data applications in professional sport, and specifically football. Its objective is to analyze huge database of players in order to detect hi…

math.PR2024

Line-of-sight Cox percolation on Poisson-Delaunay triangulation

David Corlin Marchand, David Coupier, Benoît Henry

In this work, percolation properties of device-to-device (D2D) networks in urban environments are investigated. The street system is modeled by a Poisson-Delaunay triangulation (PD…

cs.MA2024★ 12 cited

Agreement Technologies for Coordination in Smart Cities

Holger Billhardt, Alberto Fernández, Marin Lujak +1

Many challenges in today's society can be tackled by distributed open systems. This is particularly true for domains that are commonly perceived under the umbrella of smart cities,…

cs.MA2024★ 11 cited

Decentralizing Coordination in Open Vehicle Fleets for Scalable and Dynamic Task Allocation

Marin Lujak, Stefano Giordani, Andrea Omicini +1

One of the major challenges in the coordination of large, open, collaborative, and commercial vehicle fleets is dynamic task allocation. Self-concerned individually rational vehicl…

cs.HC2024

Reorienting Learning Game Design in Design-Based Research: a Case Study

Nadine Mandran, Estelle Prior, Eric Sanchez +1

One of the main difficulties remains the collaboration between the various experts involved in designing the Learning Games (LG). Our literature review focuses on the pitfalls and…

cs.CV2023★ 1 cited

Basis restricted elastic shape analysis on the space of unregistered surfaces

Emmanuel Hartman, Emery Pierson, Martin Bauer +2

This paper introduces a new mathematical and numerical framework for surface analysis derived from the general setting of elastic Riemannian metrics on shape spaces. Traditionally,…

cs.LG2023★ 1 cited

Leveraging Data Geometry to Mitigate CSM in Steganalysis

Rony Abecidan, Vincent Itier, Jérémie Boulanger +2

In operational scenarios, steganographers use sets of covers from various sensors and processing pipelines that differ significantly from those used by researchers to train stegana…

cs.IT2023

Pointwise Maximal Leakage on General Alphabets

Sara Saeidian, Giulia Cervia, Tobias J. Oechtering +1

Pointwise maximal leakage (PML) is an operationally meaningful privacy measure that quantifies the amount of information leaking about a secret to a single outcome of a related…

cs.MM2022★ 6 cited

Using Set Covering to Generate Databases for Holistic Steganalysis

Rony Abecidan, Vincent Itier, Jérémie Boulanger +2

Within an operational framework, covers used by a steganographer are likely to come from different sensors and different processing pipelines than the ones used by researchers for…

cs.CV2022

Generating Multiple 4D Expression Transitions by Learning Face Landmark Trajectories

Naima Otberdout, Claudio Ferrari, Mohamed Daoudi +2

In this work, we address the problem of 4D facial expressions generation. This is usually addressed by animating a neutral 3D face to reach an expression peak, and then get back to…

cs.LG2022

Fusion of Physiological and Behavioural Signals on SPD Manifolds with Application to Stress and Pain Detection

Yujin WU, Mohamed Daoudi, Ali Amad +2

Existing multimodal stress/pain recognition approaches generally extract features from different modalities independently and thus ignore cross-modality correlations. This paper pr…

cs.CV2022

Interaction Transformer for Human Reaction Generation

Baptiste Chopin, Hao Tang, Naima Otberdout +2

We address the challenging task of human reaction generation, which aims to generate a corresponding reaction based on an input action. Most of the existing works do not focus on g…