Publications
Preprints
Towards More Robust Retrieval-Augmented Generation: Evaluating RAG Under Adversarial Poisoning Attacks
Jinyan Su, Jin Peng Zhou, Zhengxin Zhang, Preslav Nakov, Claire Cardie
Graph-based Multi-Task Learning Framework for Model Generalization across Network Topologies
Jingyu Xiao, Qing Li, Zhengxin Zhang, Dan Zhao, and Yong Jiang
2026
Better LLM Reasoning via Dual-play
Zhengxin Zhang*, Chengyu Huang*, Aochong Oliver Li, Claire Cardie
Findings of the Association for Computational Linguistics (ACL), 2026
GSM-Noise: Exploring and Enhancing Large Language Models' Reasoning under Noisy Inputs
Zhengxin Zhang*, Chengyu Huang*, Xufu Liu, Dan Zhao, Jinyan Su, Claire Cardie
Findings of the Association for Computational Linguistics (ACL), 2026
HumanGuideNet: Adapter-Based Alignment of Deep Neural Networks with Human Similarity Judgments
Xufu Liu, Yifan Yang, Zhengxin Zhang
The IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Mar 2026
HAPO: Training Language Models to Reason Concisely via History-Aware Policy Optimization
Chengyu Huang*, Zhengxin Zhang*, Claire Cardie
The 40th Annual AAAI Conference on Artificial Intelligence (AAAI), Jan 2026
2025
Learning-Enhanced High-Throughput Pattern Matching Based on Programmable Data Plane
Guanglin Duan*, Yucheng Huang*, Zhengxin Zhang*, Qing Li, Dan Zhao, and Yong Jiang
The 2025 USENIX Annual Technical Conference (ATC), July 2025
2024
Quantized Side Tuning: Fast and Efficient Tuning of Quantized Large Language Models
Outstanding Paper Award
Zhengxin Zhang, Dan Zhao, Xupeng Miao, Gabriele Oliaro, Qing Li, Yong Jiang, and Zhihao Jia
The 62nd Annual Meeting of the Association for Computational Linguistics (ACL), August 2024. Oral presentation.
Specinfer: Accelerating Large Language Model Serving with Tree-Based Speculative Inference and Verification
Xupeng Miao, Gabriele Oliaro, Zhihao Zhang, Xinhao Cheng, Zeyu Wang, Zhengxin Zhang, Rae Ying Yee Wong, Alan Zhu, Lijie Yang, Xiaoxiang Shi, Chunan Shi, Zhuoming Chen, Daiyaan Arfeen, Reyna Abhyankar, Zhihao Jia
Proceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), July 2024
DNSGuard: In-network Defense against DNS Attacks
Guanglin Duan, Qing Li, Zhengxin Zhang, Dan Zhao, Guorui Xie, and Yong Jiang
IEEE Transactions on Dependable and Secure Computing (TDSC), July 2024
SeIoT: Smart Home Network Anomaly Detection via Knowledge Graph
Qing Li, Ruoyu Li, Yucheng Huang, Qingsong Zou, Dan Zhao, Zhengxin Zhang, and Yong Jiang
IEEE Transactions on Information Forensics and Security (TIFS), July 2024
2023
Metis: Understanding and Enhancing Regular Expressions in Network
Zhengxin Zhang*, Yucheng Huang*, Guanglin Duan*, Qing Li, Dan Zhao, Yong Jiang, Lianbo Ma, Xiao Xi, and Hengyang Xu
Neural Information Processing Systems (NeurIPS), December 2023
Pontus: Finding Waves in Data Streams
Zhengxin Zhang, Qing Li, Guanglin Duan, Dan Zhao, Jingyu Xiao, Guorui Xie, and Yong Jiang
ACM SIGMOD International Conference on Management of Data (SIGMOD), June 2023
* denotes equal contribution