3 papers
cs.SE2026
Requirements-Augmented Generation for Trustworthy Acceptance Testing of LLM-Based Software
Fanyu Wang, Chetan Arora, Zhenping Xie +4
LLM-based software (LBS) integrates large language models as core components to deliver flexible, personalised responses. Unlike traditional software with deterministic outputs, LB…
cs.CL2025
AxBERT: An Interpretable Chinese Spelling Correction Method Driven by Associative Knowledge Network
Fanyu Wang, Hangyu Zhu, Zhenping Xie
Deep learning has shown promising performance on various machine learning tasks. Nevertheless, the uninterpretability of deep learning models severely restricts the usage domains t…
cs.LG2024
UA-PDFL: A Personalized Approach for Decentralized Federated Learning
Hangyu Zhu, Yuxiang Fan, Zhenping Xie
Federated learning (FL) is a privacy preserving machine learning paradigm designed to collaboratively learn a global model without data leakage. Specifically, in a typical FL syste…