Exploring the Limitations of Kolmogorov-Arnold Networks in Classification: Insights to Software Training and Hardware Implementation.
Van Duy TranTran Xuan Hieu LeThi Diem TranHoai Luan PhamVu Trung Duong LeTuan Hai VuVan Tinh NguyenYasuhiko NakashimaPublished in: CoRR (2024)
Keyphrases
- hardware implementation
- hardware design
- software implementation
- dedicated hardware
- supervised learning
- training process
- decision trees
- training set
- pattern recognition
- signal processing
- feature vectors
- classification accuracy
- training phase
- training samples
- efficient implementation
- feature selection
- fpga implementation
- feature space
- support vector
- data mining
- computer software
- field programmable gate array
- pipeline architecture
- machine learning
- classification algorithm
- training examples
- software development
- support vector machine
- multiresolution
- computer systems
- text classification
- source code
- hardware software
- computer vision
- instructor led
- fpga technology
- social networks