1 citations · 1 across the 5 of their papers we have counts for
5 papers
Fre-CW: Targeted Attack on Time Series Forecasting using Frequency Domain Loss
Naifu Feng, Lixing Chen, Junhua Tang +3
Transformer-based models have made significant progress in time series forecasting. However, a key limitation of deep learning models is their susceptibility to adversarial attacks…
Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph
Yutong Zhang, Lixing Chen, Shenghong Li +6
Large language models (LLMs) have demonstrated exceptional performance across a wide variety of domains. Nonetheless, generalist LLMs continue to fall short in reasoning tasks nece…
What Makes Good Collaborative Views? Contrastive Mutual Information Maximization for Multi-Agent Perception
Wanfang Su, Lixing Chen, Yang Bai +4
Multi-agent perception (MAP) allows autonomous systems to understand complex environments by interpreting data from multiple sources. This paper investigates intermediate collabora…
Secure Network Function Computation for Linear Functions -- Part I: Source Security
Xuan Guang, Yang Bai, Raymond W. Yeung
In this paper, we put forward secure network function computation over a directed acyclic network. In such a network, a sink node is required to compute with zero error a target fu…
Automated Customization of On-Thing Inference for Quality-of-Experience Enhancement
Yang Bai, Lixing Chen, Shaolei Ren +1
The rapid uptake of intelligent applications is pushing deep learning (DL) capabilities to Internet-of-Things (IoT). Despite the emergence of new tools for embedding deep neural ne…