Embedding Arithmetic for Text-driven Image Transformation. - Guillaume Couairon; Matthieu Cord; Matthijs Douze; Holger Schwenk (CoRR, 2021)

Generating functional protein variants with variational autoencoders. - Alex Hawkins-Hooker; Florence Depardieu; Sebastien Baur; Guillaume Couairon; Arthur Chen; David Bikard (PLoS Comput. Biol., 2021)

Efficient Vision-Language Pretraining with Visual Concepts and Hierarchical Alignment. - Mustafa Shukor; Guillaume Couairon; Matthieu Cord (BMVC, 2022)

Embedding Arithmetic of Multimodal Queries for Image Retrieval. - Guillaume Couairon; Matthijs Douze; Matthieu Cord; Holger Schwenk (CVPR Workshops, 2022)

FlexIT: Towards Flexible Semantic Image Translation. - Guillaume Couairon; Asya Grechka; Jakob Verbeek; Holger Schwenk; Matthieu Cord (CVPR, 2022)

DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion. - Arthur Douillard; Alexandre Ramé; Guillaume Couairon; Matthieu Cord (CVPR, 2022)

Transformer Decoders with MultiModal Regularization for Cross-Modal Food Retrieval. - Mustafa Shukor; Guillaume Couairon; Asya Grechka; Matthieu Cord (CVPR Workshops, 2022)

FLAVA: A Foundational Language And Vision Alignment Model. - Amanpreet Singh; Ronghang Hu; Vedanuj Goswami; Guillaume Couairon; Wojciech Galuba; Marcus Rohrbach; Douwe Kiela (CVPR, 2022)

Zero-shot spatial layout conditioning for text-to-image diffusion models. - Guillaume Couairon; Marlène Careil; Matthieu Cord; Stéphane Lathuilière; Jakob Verbeek (ICCV, 2023)

The Stable Signature: Rooting Watermarks in Latent Diffusion Models. - Pierre Fernandez; Guillaume Couairon; Hervé Jégou; Matthijs Douze; Teddy Furon (ICCV, 2023)

DiffEdit: Diffusion-based semantic image editing with mask guidance. - Guillaume Couairon; Jakob Verbeek; Holger Schwenk; Matthieu Cord (ICLR, 2023)

Rewarded soups: towards Pareto-optimal alignment by interpolating weights fine-tuned on diverse rewards. - Alexandre Ramé; Guillaume Couairon; Corentin Dancette; Jean-Baptiste Gaya; Mustafa Shukor; Laure Soulier; Matthieu Cord (NeurIPS, 2023)

Sub-meter resolution canopy height maps using self-supervised learning and a vision transformer trained on Aerial and GEDI Lidar. - Jamie Tolan; Hung-I Yang; Ben Nosarzewski; Guillaume Couairon; Huy V. Vo; John Brandt; Justine Spore; Sayantan Majumdar; Daniel Haziza; Janaki Vamaraju; Théo Moutakanni; Piotr Bojanowski; et al. (CoRR, 2023)

Text-Based Semantic Image Editing. (Edition sémantique d'images à partir de requêtes textuelles). - Guillaume Couairon (2023)

Functional Invariants To Watermark Large Transformers. - Pierre Fernandez; Guillaume Couairon; Teddy Furon; Matthijs Douze (ICASSP, 2024)

FreeSeg-Diff: Training-Free Open-Vocabulary Segmentation with Diffusion Models. - Barbara Toniella Corradini; Mustafa Shukor; Paul Couairon; Guillaume Couairon; Franco Scarselli; Matthieu Cord (CoRR, 2024)

ArchesWeather: An efficient AI weather forecasting model at 1.5° resolution. - Guillaume Couairon; Christian Lessig; Anastase Alexandre Charantonis; Claire Monteleoni (CoRR, 2024)

Large Concept Models: Language Modeling in a Sentence Representation Space. - LCM team; Loïc Barrault; Paul-Ambroise Duquenne; Maha Elbayad; Artyom Kozhevnikov; Belen Alastruey; Pierre Andrews; Mariano Coria; Guillaume Couairon; Marta R. Costa-jussà; David Dale; Hady Elsahar; et al. (CoRR, 2024)

ArchesWeather & ArchesWeatherGen: a deterministic and generative model for efficient ML weather forecasting. - Guillaume Couairon; Renu Singh; Anastase Alexandre Charantonis; Christian Lessig; Claire Monteleoni (CoRR, 2024)

GradPaint: Gradient-guided inpainting with diffusion models. - Asya Grechka; Guillaume Couairon; Matthieu Cord (Comput. Vis. Image Underst., 2024)