Scalable Approach to Differentiable Pattern Mining with Coverage Regularization
Scalable differentiable pattern mining approach with coverage regularization for large-scale datasets.
🎓Julien Perez
Full Professor | Head of AI | Pedagogy Research Program
About Me
Seasoned AI research leader with 15+ years of experience in academia and industry. Currently serving as Full Professor at EPITA and Head of AI & Pedagogy Research Program at IONIS Education Group. Expertise spans reinforcement learning, natural language processing, robotics, and large language models, with a proven track record of translating cutting-edge research into impactful real-world applications.
My research has achieved state-of-the-art performance on major benchmarks and has been recognized with international awards. I hold 17 patents in machine learning and NLP, and have led teams ranging from 6 to 30 researchers across academia and industry. My current focus includes developing AI-driven educational tools, advancing robotic learning with LLMs, and mentoring the next generation of AI researchers.
Recent Publications
Safe Skill Discovery for Robotic Manipulation
Safe skill discovery approach for robotic manipulation combining reinforcement learning with safety constraints.
Reachable Manifold and Inverse Mapping Training for Robots
Novel training approach using reachable manifold and inverse mapping for improved robotic manipulation.
Demonstration Conditioned Reinforcement Learning for Few-shot Imitation
Demonstration conditioned reinforcement learning approach for efficient few-shot imitation learning.
Learning Visual Representations with Caption Annotations
Novel approach for learning visual representations using caption annotations for improved visual understanding.
Dialog state tracking, a machine reading approach using Memory Network
Memory Network approach to dialog state tracking framed as machine reading comprehension.
Teaching
Contact
- Email: Click to reveal
- Affiliation: EPITA | IONIS Education Group (Paris, France)
- Areas: ML, DL, RL, NLP, Robotics
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