4 papers
BiKAN: Restoring Collapsed Basis of Binary Kolmogorov--Arnold Networks
Kazi Ahmed Asif Fuad, Lizhong Chen
Binarizing a polynomial Kolmogorov--Arnold Network (KAN) not only changes parameter precision, but also alters the function space available to each layer. When activations are rest…
SparseKAN: Compressing Kolmogorov--Arnold Networks Across Basis Functions, Neurons, and Bits
Kazi Ahmed Asif Fuad, Lizhong Chen
Kolmogorov--Arnold Networks (KANs) replace scalar edge weights with learnable univariate functions parameterized by multiple basis coefficients. This introduces a source of redunda…
QuantKAN: A Unified Quantization Framework for Kolmogorov Arnold Networks
Kazi Ahmed Asif Fuad, Lizhong Chen
Kolmogorov--Arnold Networks (KANs) replace linear weights with spline-based functions, offering strong expressivity but posing challenges for low-precision deployment due to hetero…
LLM-Ref: Enhancing Reference Handling in Technical Writing with Large Language Models
Kazi Ahmed Asif Fuad, Lizhong Chen
Large Language Models (LLMs) excel in data synthesis but can be inaccurate in domain-specific tasks, which retrieval-augmented generation (RAG) systems address by leveraging user-p…