Published extensively in top-tier international conferences including NeurIPS, ICCV, CVPR, ICLR, etc. Notable works include Learning to Steer: Input-dependent Steering for Multimodal LLMs, JAFAR: Jack up Any Feature at Any Resolution, Analyzing Fine-tuning Representation Shift for Multimodal LLMs Steering, GaussRender: Learning 3D Occupancy with Gaussian Rendering, Scaling Laws for Native Multimodal Models, Towards Generalizable Trajectory Prediction Using Dual-Level Representation Learning And Adaptive Prompting, LLM-wrapper: Black-Box Semantic-Aware Adaptation of Vision-Language Models, Halton Scheduler for Masked Generative Image Transformer, OBELICS, Rewarded soups, eP-ALM: Efficient Perceptual Augmentation of Language Models, ZestGuide, Model Ratatouille: Recycling Diverse Models for ood, Counterfactual Explanations, Semantic and Panoptic Segmentation, Visual Recognition, Improving Selective VQA, Image editing with diffusion models, STEEX, Fishr: Invariant Gradient Variances for Out-of-distribution Generalization, Flexible Semantic Image Translation, Transformers for continual learning, DeiT data-efficient image transformers, CaiT Deeper with transformers, BEEF on XAI and Autonomous driving.
Research Experience
Served as a reviewer for several important academic conferences and journals; Published numerous papers in prestigious international conferences such as CVPR, NeurIPS, ICCV, ICLR, etc.
Background
Professor at Sorbonne University; Scientific director of valeo.ai; Head of the MLIA team at ISIR lab; PI of the Large Generative Vision-Language Models Chair at SCAI (PostGenAI@Paris Cluster); IUF honorary member (Promo Junior 2009); Scientific advisor at the French National Research Agency ANR for Artificial Intelligence (2017-2018); Project manager at CNRS (INS2I) (2015-2017). Research interests: Computer Vision, Machine Learning, Deep Learning, Artificial Intelligence, Large Language Models with Vision, and Computational Cooking: Crazy about cooking, ready to cook anywhere.
Miscellany
Passionate about cooking, willing to cook anytime, anywhere.