CV
Antoine EDY
Summary
AI Researcher at Illuin Technology (Paris). MSc in Artificial Intelligence from the University of Surrey. Research interests include multimodal AI, NLP, retrieval-augmented generation, and speech processing.
Education
- Artificial Intelligence2024University of SurreyCourses: Deep Learning, Computer Vision, Natural Language Processing, Machine Learning
- General Engineering2024Ecole Centrale de LyonCourses: Artificial Intelligence, Machine Learning, Probability and Statistics, Chaos and Fractals
- Mathematics, Physics, Computer Science (MPSI-MP)2021College Stanislas Paris VICourses: Mathematics, Physics, Computer Science, Chemistry, Engineering Sciences
Work Experience
- Experienced Data Scientist2025-09-01 -Illuin TechnologyDevelopment of artificial intelligence solutions for industrial clients.
- NLP research (visual embeddings for industrial contexts)
- Speech processing research (model evaluation, speech-to-text model finetuning)
- Software development of cutting-edge AI solutions
- Data Scientist & Python Developer Intern2023-01-01 - 2023-12-31AI-videnceResearch and development internship in AI explainability.
- Development of a Python library for ML/AI model explainability
- Documentation writing, creation of explanatory videos and designs
- Participation in SpringTech Paris-Saclay 2023 at HEC
Skills
AI Frameworks
- PyTorch
- Hugging Face Transformers
- PEFT
- NVIDIA NeMo
- OpenMMLab
- Scikit-learn
AI Tooling
- Pandas
- OpenCV
- skimage
- Seaborn
- Jupyter
- Ipyvuetify
- Voila
AI Explainability
- SHAP
- Lime
- LENS
- Xplique
Matlab
- Computer Vision
- Simulink
- Signal Processing
- Embedded Systems
Web Development
- HTML
- CSS
- PHP
- TypeScript
Digital Design
- Adobe Photoshop
- Illustrator
- InDesign
- Premiere Pro
Publications
- ViDoRe V3: A Comprehensive Evaluation of Retrieval Augmented Generation in Complex Real-World Scenarios2026arXiv preprint (arXiv:2601.08620)A comprehensive multimodal RAG benchmark featuring multi-type queries over visually rich document corpora. Covers 10 datasets across diverse professional domains, comprising ~26,000 document pages paired with 3,099 human-verified queries in 6 languages.
- Working Notes on Late Interaction Dynamics: Analyzing Targeted Behaviors of Late Interaction Models2026First Late Interaction Workshop (LIR) @ ECIR 2026An analysis of targeted behaviors of late interaction models, presented at the First Late Interaction Workshop (LIR) at ECIR 2026.
- Exploring Zero-Shot Capabilities of Multi-Modal Foundation Models for Semantic Image Segmentation2024Master's Thesis, University of SurreyAn exploration of zero-shot capabilities of multi-modal foundation models applied to semantic image segmentation tasks.
Languages
- FrenchNative
- EnglishFluent (C1 — TOEFL ITP 623/677)
- SpanishIntermediate (B1)
Interests
- AI Explainability
- Computer Vision and Sports
- Multimodal AI
- Causality