2 papers
eess.SP2026
Low-Power On-Device Gesture Recognition with Einsum Networks
Sahar Golipoor, Lingyun Yao, Martin Andraud +1
We design a gesture-recognition pipeline for networks of distributed, resource constrained devices utilising Einsum Networks. Einsum Networks are probabilistic circuits that featur…
cs.LG2024
On Hardware-efficient Inference in Probabilistic Circuits
Lingyun Yao, Martin Trapp, Jelin Leslin +4
Probabilistic circuits (PCs) offer a promising avenue to perform embedded reasoning under uncertainty. They support efficient and exact computation of various probabilistic inferen…