3 papers
cs.LG2026
ASGMamba: Adaptive Spectral Gating Mamba for Multivariate Time Series Forecasting
Qianyang Li, Xingjun Zhang, Shaoxun Wang +2
Long-term multivariate time series forecasting (LTSF) plays a crucial role in various high-performance computing applications, including real-time energy grid management and large-…
cs.LG2025
NQKV: A KV Cache Quantization Scheme Based on Normal Distribution Characteristics
Zhihang Cai, Xingjun Zhang, Zhendong Tan +1
Large Language Models (LLMs) have demonstrated remarkable proficiency across a wide range of tasks. However, LLMs often require larger batch sizes to enhance throughput or longer c…
cs.LG2024
BEND: Bagging Deep Learning Training Based on Efficient Neural Network Diffusion
Jia Wei, Xingjun Zhang, Witold Pedrycz
Bagging has achieved great success in the field of machine learning by integrating multiple base classifiers to build a single strong classifier to reduce model variance. The perfo…