2 papers
cs.LG2026
Post-Training Neural Network Pruning using Graph Curvature
Shuhang Tan, Jayson Sia, Paul Bogdan +1
This paper provides a fresh view of the neural network (NN) pruning problem through the lens of graph theory. To achieve effective pruning, we aim to identify the main NN data flow…
cs.LG2024
Analyzing Neural Network Robustness Using Graph Curvature
Shuhang Tan, Jayson Sia, Paul Bogdan +1
This paper presents a new look at the neural network (NN) robustness problem, from the point of view of graph theory analysis, specifically graph curvature. Graph curvature (e.g.,…