Publications

† : sorted by alphabetical order following the traditions of TCS

‡ : sorted by contribution

⋆ : equal contribution

Journal Publications

AdWords in a panorama

† Zhiyi Huang, Qiankun Zhang, Yuhao Zhang

SIAM Journal on Computing (SICOMP)

paper TCS

Online primal dual meets online matching with stochastic rewards: configuration LP to the rescue

† Zhiyi Huang, Qiankun Zhang

SIAM Journal on Computing (SICOMP)

paper TCS

Towards automated attack discovery in SDN controllers through formal verification

‡ Bin Yuan, Chi Zhang, Jiajun Ren, Qunjinming Chen, Biang Xu, Qiankun Zhang, Zhen Li, Deqing Zou, Fan Zhang, Hai Jin

IEEE Transactions on Network and Service Management (TNSM)

paper TrustworthyML

Conference Publications

InteractBench: Benchmarking LLMs on Competitive Programming under Unrevealed Information

‡ Jiaze Li, Aocheng Shen, Bing Liu, Boyu Zhang, Xiaoxuan Fan, Qiankun Zhang, Xianjun Deng

43rd International Conference on Machine Learning (ICML 2026)

paper

BEST: Benchmarking Efficiency in Space and Time for LLM-Generated Code

‡ Aocheng Shen⋆ , Boyu Zhang⋆ , Jiaze Li⋆ , Ruixuan Ma⋆ , Qiankun Zhang, Jing Wang, Bin Yuan, Shenghao Liu, Xianjun Deng

43rd International Conference on Machine Learning (ICML 2026)

paper

FairMerging: Rethinking Model Merging through the Lens of Fairness

‡ Bing Liu, Xinrui Shan, Boyu Zhang, Qiankun Zhang, Bin Yuan, Jing Wang, Xianjun Deng

43rd International Conference on Machine Learning (ICML 2026)

paper TrustworthyML

From Intention to Practice: Towards Systematic Validation of NIDS Rule Enforcement

‡ Huan Liu, Haoyu Chen, Biang Xu, Jingyao Zhou, Bin Yuan, Qiankun Zhang, Deqing Zou, Hai Jin

23rd USENIX Symposium on Networked Systems Design and Implementation (NSDI 2026)

paper TrustworthyML

Unsupervised Subgraph Anomaly Detection based on Pattern Collaboration

‡ Jiayang Sun, Shenghao Liu, Xianjun Deng, Wei Xiang, Meng Luo, Qiankun Zhang, Dandan Zheng

The Web Conference (WWW 2026)

paper TrustworthyML

Automated Model Selection for Multivariate Time Series Forecasting

‡ Xiaoxuan Fan, Jiaqi Sun, Xianjun Deng, Qiankun Zhang, Wei Xiang, Shenghao Liu, Lingzhi Yi

The Web Conference (WWW 2026)

paper TrustworthyML

Understanding the unfairness in network quantization

‡ Bing Liu, Wenjun Miao, Boyu Zhang, Qiankun Zhang, Bin Yuan, Jing Wang, Shenghao Liu, Xianjun Deng

42nd International Conference on Machine Learning (ICML 2025)

paper TrustworthyML

DiMa: understanding the hardness of online matching problems via diffusion models

‡ Boyu Zhang⋆, Aocheng Shen⋆, Bing Liu, Qiankun Zhang, Bin Yuan, Jing Wang, Shenghao Liu, Xianjun Deng

42nd International Conference on Machine Learning (ICML 2025)

paper AI4TCS

PipeTGL: (near) zero bubble memory-based temporal graph neural network training via pipeline optimization

‡ Jun Liu, Bingqian Du, Ziyue Luo, Sitian Lu, Qiankun Zhang, Hai Jin

Proceedings of the VLDB Endowment (PVLDB 2025)

paper TrustworthyML

APER: An Efficient and Privacy-Preserving Scheme for E-Health Recommendations

‡ Jing Wang, Wenhao Yuan, Xianjun Deng, Qiankun Zhang, Jing Fan, Xue Yuan

2025 IEEE 24th International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom 2025) - Best Paper Award

paper TrustworthyML

TLSA: Transfer Learning Enhanced Link Stealing Attacks on Graph Neural Networks

‡ Zhenkun Jin, Jiaqi Ma, Yuanyuan He, Wei Xiang, Qiankun Zhang, Tao Zhang

IEEE AI + Congress (2025) - Outstanding Paper Award

paper TrustworthyML

Membership inference attacks against vision transformers: mosaic MixUp training to the defense

‡ Qiankun Zhang, Boyu Zhang, Di Yuan, Bin Yuan, Bingqian Du

31st ACM Conference on Computer and Communications Security (CCS 2024)

paper TrustworthyML

Online matching with stochastic rewards: provable better bound via adversarial reinforcement learning

‡ Qiankun Zhang⋆, Aocheng Shen⋆, Boyu Zhang, Hanrui Jiang, Bingqian Du

41st International Conference on Machine Learning (ICML 2024) - Oral

paper AI4TCS

Expediting distributed GNN training with feature-only partition and optimized communication planning

‡ Bingqian Du, Jun Liu, Ziyue Luo, Chuan Wu, Qiankun Zhang, Hai Jin

IEEE International Conference on Computer Communications (INFOCOM 2024)

paper

Online matching with stochastic rewards: advanced analyses using configuration linear programs

† Zhiyi Huang, Hanrui Jiang, Aocheng Shen, Junkai Song, Zhiang Wu, Qiankun Zhang

19th Conference On Web And InterNet Economics (WINE 2023)

paper TCS

AdWords in a panorama

† Zhiyi Huang, Qiankun Zhang, Yuhao Zhang

61st IEEE Symposium on Foundations of Computer Science (FOCS 2020)

paper TCS

Online primal dual meets online matching with stochastic rewards: configuration LP to the rescue

† Zhiyi Huang, Qiankun Zhang

52nd ACM Symposium on Theory of Computing (STOC 2020)

paper TCS