2 papers
cs.LG2026
Clifford Sheaf Neural Networks
Kotaro Kamiya, Joel Nicholls
We introduce the Clifford Sheaf Neural Network (CSNN), an equivariant sheaf neural network for geometric graphs that places a Clifford algebra on each stalk of a cellular sheaf and…
cs.LG2024
Pixel Embedding: Fully Quantized Convolutional Neural Network with Differentiable Lookup Table
Hiroyuki Tokunaga, Joel Nicholls, Daria Vazhenina +1
By quantizing network weights and activations to low bitwidth, we can obtain hardware-friendly and energy-efficient networks. However, existing quantization techniques utilizing th…