4 papers
Resource Utilization of Differentiable Logic Gate Networks Deployed on FPGAs
Stephen Wormald, Gilon Kravatsky, Damon Woodard +1
On-edge machine learning (ML) often strives to maximize the intelligence of small models while miniaturizing the circuit size and power needed to perform inference. Meeting these n…
Plato's Cave: A Human-Centered Research Verification System
Matheus Kunzler Maldaner, Raul Valle, Junsung Kim +9
The growing publication rate of research papers has created an urgent need for better ways to fact-check information, assess writing quality, and identify unverifiable claims. We p…
Rodent Breathing Waveforms in ApoE Rats: Statistical and Entropic Differentiation
Stephen E. Wormald, Nicholas J. Napoli, Gordon S. Mitchell +1
Apolipoprotein E (ApoE) gene variations are involved in lipid metabolism and cholesterol transport, with the ApoE4 allele being a known risk factor associated with neurodegenerativ…
eXpLogic: Explaining Logic Types and Patterns in DiffLogic Networks
Stephen Wormald, David Koblah, Matheus Kunzler Maldaner +2
Constraining deep neural networks (DNNs) to learn individual logic types per node, as performed using the DiffLogic network architecture, opens the door to model-specific explanati…