6 citations · 6 across the 9 of their papers we have counts for
4 papers · 1 filter
Data-Efficient Stream-Based Active Distillation for Scalable Edge Model Deployment
Dani Manjah, Tim Bary, Benoît Gérin +2
Edge camera-based systems are continuously expanding, facing ever-evolving environments that require regular model updates. In practice, complex teacher models are run on a central…
No Need for Learning to Defer? A Training Free Deferral Framework to Multiple Experts through Conformal Prediction
Tim Bary, Benoît Macq, Louis Petit
AI systems often struggle to provide reliable predictions across all inputs, motivating hybrid human-AI decision-making. Existing Learning to Defer (L2D) approaches address this by…
Patient-specific vs Multi-Patient Vision Transformer for Markerless Tumor Motion Forecasting
Gauthier Rotsart de Hertaing, Dani Manjah, Benoit Macq
Background: Accurate forecasting of lung tumor motion is essential for precise dose delivery in proton therapy. While current markerless methods mostly rely on deep learning, trans…
Conformal Predictions for Human Action Recognition with Vision-Language Models
Bary Tim, Fuchs Clément, Macq Benoît
Human-in-the-Loop (HITL) systems are essential in high-stakes, real-world applications where AI must collaborate with human decision-makers. This work investigates how Conformal Pr…