09.2026
Real-time Geometry Dash control from pixels using an 8x8 FSQ token grid, action-conditioned transformer dynamics, and an actor-critic refined with PPO entirely in frozen-model rollouts.
Florent Tariolle
I build deep neural networks that think, predict and act.
World models · Self-supervised learning · Reinforcement learning
Research that crosses representation and action.
I am an engineering student in Computer Science and Artificial Intelligence at INSA Rouen Normandy and a Master's student in Machine Learning for Artificial Intelligence at the University of Rouen Normandy.
At InterDigital, I researched learned decoder-side filter selection for VVC (H.266) to reduce compression and quantization artifacts, and authored and filed more than 10 patent applications. At Enedis, my part-time capstone project combines synthetic customer load profiles with measured substation data to build a grid digital twin, with ongoing work on spatial and temporal profile adjustments.
Seeking a six-month research internship starting in April 2027
Selected Work.
Research is where I turn difficult questions into working systems.
Explore publications, independent research, and engineering projects.
06.2026
Selected as one of 100 participants from 650+ applicants for a Yann LeCun-sponsored, 24-hour hackathon on JEPAs and world models. Our team finished among the top five of 25 teams. Built a model that learns from unlabeled EEG recordings. Explored whether training that respects the curved geometry of covariance matrices leads to more structured representations.
05.2026
A lightweight wrapper for query-efficient black-box attacks that uses early class-confidence signals to reduce class drift and commit to promising adversarial targets.
2026
An official PyTorch Ecosystem project for visualizing neural-network architectures. I maintain the project and designed and implemented its MCP integration for generating editable diagrams from model definitions.
2025
Co-founded and lead a six-person team behind a real-time customization tool with more than 90,000 monthly active users.
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