The INRIA-LIM-VocR and AXES submissions to TrecVid 2014 Multimedia Event Detection. - Matthijs Douze; Dan Oneata; Mattis Paulin; Clément Leray; Nicolas Chesneau; Danila Potapov; Jakob Verbeek; Karteek Alahari; Zaïd Harchaoui; Lori Lamel; Jean-Luc Gauvain; Christoph Schmidt; et al. (TRECVID, 2014)

Detecting Parts for Action Localization. - Nicolas Chesneau; Grégory Rogez; Karteek Alahari; Cordelia Schmid (BMVC, 2017)

Learning From Web Videos for Event Classification. - Nicolas Chesneau; Karteek Alahari; Cordelia Schmid (IEEE Trans. Circuits Syst. Video Technol., 2018)

Learning to Recognize Actions with Weak Supervision. (Reconnaissance d'actions de manière faiblement supervisée). - Nicolas Chesneau (2018)

TIGTEC: Token Importance Guided TExt Counterfactuals. - Milan Bhan; Jean-Noël Vittaut; Nicolas Chesneau; Marie-Jeanne Lesot (ECML/PKDD (3), 2023)

Evaluating Self-attention Interpretability Through Human-Grounded Experimental Protocol. - Milan Bhan; Nina Achache; Victor Legrand; Annabelle Blangero; Nicolas Chesneau (xAI (3), 2023)

Magazine Supply Optimization: A Case-Study. - Duong Nguyen; Ana Ulianovici; Sami Achour; Soline Aubry; Nicolas Chesneau (DSAA, 2024)

Self-AMPLIFY: Improving Small Language Models with Self Post Hoc Explanations. - Milan Bhan; Jean-Noël Vittaut; Nicolas Chesneau; Marie-Jeanne Lesot (EMNLP, 2024)

Learning Structural Causal Models through Deep Generative Models: Methods, Guarantees, and Challenges. - Audrey Poinsot; Alessandro Ferreira Leite; Nicolas Chesneau; Michèle Sebag; Marc Schoenauer (IJCAI, 2024)

ClimateQ&A: Bridging the gap between climate scientists and the general public. - Natalia De La Calzada; Théo Alves Da Costa; Annabelle Blangero; Nicolas Chesneau (CoRR, 2024)

Mitigating Text Toxicity with Counterfactual Generation. - Milan Bhan; Jean-Noël Vittaut; Nina Achache; Victor Legrand; Nicolas Chesneau; Annabelle Blangero; Juliette Murris; Marie-Jeanne Lesot (CoRR, 2024)

Towards Achieving Concept Completeness for Unsupervised Textual Concept Bottleneck Models. - Milan Bhan; Yann Choho; Pierre Moreau; Jean-Noël Vittaut; Nicolas Chesneau; Marie-Jeanne Lesot (CoRR, 2025)

Did I Faithfully Say What I Thought? Bridging the Gap Between Neural Activity and Self-Explanations in Large Language Models. - Milan Bhan; Jean-Noël Vittaut; Nicolas Chesneau; Sarath Chandar; Marie-Jeanne Lesot (CoRR, 2025)

Foundation models for time series forecasting: Application in conformal prediction. - Sami Achour; Yassine Bouher; Duong Nguyen; Nicolas Chesneau (CoRR, 2025)