Showing 2026Show all
2 papers · 1 filter
cs.LG2026
TsetlinWiSARD: On-Chip Training of Weightless Neural Networks using Tsetlin Automata on FPGAs
Shengyu Duan, Marcos L. L. Sartori, Rishad Shafik +1
Increasing demands for adaptability, privacy, and security at the edge have persistently pushed the frontiers for a new generation of machine learning (ML) algorithms with training…
cs.LG2026
Eventizing Traditionally Opaque Binary Neural Networks as 1-safe Petri net Models
Mohamed Tarraf, Alex Chan, Alex Yakovlev +1
Binary Neural Networks (BNNs) offer a low-complexity and energy-efficient alternative to traditional full-precision neural networks by constraining their weights and activations to…