4 papers
SequenceFI: Non-intrusive Temporal Fault Injection for Microservice Systems
Yuzhen Tan, Jian Wang, Bing Li +1
Fault injection is widely used to evaluate the resilience of microservice systems, where client requests often span multiple services and execution stages. Existing request-level t…
LLM as Attention-Informed NTM and Topic Modeling as long-input Generation: Interpretability and long-Context Capability
Xuan Xu, Zhongliang Yang, Haolun Li +5
Topic modeling aims to produce interpretable topic representations and topic--document correspondences from corpora, but classical neural topic models (NTMs) remain constrained by…
FastFI: Enhancing API Call-Site Robustness in Microservice-Based Systems with Fault Injection
Yuzhen Tan, Jian Wang, Shuaiyu Xie +4
Fault injection is a key technique for assessing software reliability, enabling proactive detection of system defects before they manifest in production. However, the increasing co…
HyperSAT: Unsupervised Hypergraph Neural Networks for Weighted MaxSAT Problems
Qiyue Chen, Shaolin Tan, Suixiang Gao +1
Graph neural networks (GNNs) have shown promising performance in solving both Boolean satisfiability (SAT) and Maximum Satisfiability (MaxSAT) problems due to their ability to effi…