2 papers
cs.LG2026
Empowering On-Device Model Adaptation with an Edge AI Inference Accelerator
Mateusz Piechocki, Alessandro Capotondi, Marek Kraft
On-device model adaptation is essential to enable lifelong personalization on resource-constrained hardware, but compute, power, and memory limitations of such devices make end-to-…
cs.CV2026
Pointy - A Lightweight Transformer for Point Cloud Foundation Models
Konrad Szafer, Marek Kraft, Dominik Belter
Foundation models for point cloud data have recently grown in capability, often leveraging extensive representation learning from language or vision. In this work, we take a more c…