Publications

Publications

2026
Scaling LLM Agent Tool Access: The MCP Gateway Mingxin Li, Enge Song, Yueshang Zuo, Xiaodong Liu, Rong Wen, Qiang Fu, Gianni Antichi, Jian He, Jing Tie, Zhou Shao, Xiaobo Xue, Xiong Xiao, Luyao Zhong, Shaokai Zhang, Jiangu Zhao, Jianyuan Lu, Shize Zhang, Xiaoqing Sun, Changgang Zheng, Zihao Fan, Haonan Li, Tian Pan, Xiaomin Wu, Yang Song, Xing Li, Biao Lyu, Meng Li, Haipeng Dai, Guihai Chen, Shunmin Zhu The 2026 ACM SIGOPS Annual Technical Conference (ATC) [Acceptance Rate: 135/973=13.9%] [CCF A] (Paper to be released)
Toward Lunar Satellite Navigation: System Design and Key Technologies Changgang Zheng, Mingxin Li, Zihao Fan, Haonan Li, Jianzhe Lei, Wenhao Yang, Yihan Zhu, Tian Pan, Bo Jiang, and Kanglian Zhao The 5th International Summit on BeiDou Navigation Satellite System (BDS) Applications [10/143] [Best Paper Award] (Conference proceedings: Springer Lecture Notes in Electrical Engineering, LNEE) (Paper to be released)
Can AI Agents Detect and Repair Artifact Drift in Network Experiments? Tianzhu Zhang, Weichen Tao, Changgang Zheng, Yusheng Zheng, Long Chen, Xiaoyi Fan, and Meikang Qiu arXiv, 2026 PDF \| Link \| BibTex
Progressive Replacement Sequence Planning for Laser-Enhanced BeiDou Navigation Constellations Huan Yan, Juan A. Fraire, Ziqi Yang, Kanglian Zhao, Wenfeng Li, Jinjun Zheng, Ziyu Wang, and Changgang Zheng arXiv, 2026 PDF \| Link \| BibTex
From Network Automation to Trustworthy Autonomous Networking in the LLM Era: A Network Control Intelligence Perspective Tianzhu Zhang, Changgang Zheng, Shanshan Wang, Yarui Zhang, Lina Shi, Yue Jin, Xiaofei Wang, and Meikang Qiu arXiv, 2026 PDF \| Link \| BibTex
In-Network Market Prediction Using Machine Learning and Limit Order Books Xinpeng Hong, Changgang Zheng, Joshua Lilley, Stefan Zohren, and Noa Zilberman arXiv, 2026 PDF \| Link \| BibTex
Scalable LLM Agent Tool Access in the Cloud Mingxin Li, Enge Song, Yueshang Zuo, Xiaodong Liu, Rong Wen, Qiang Fu, Gianni Antichi, Jian He, Jing Tie, Zhou Shao, Xiaobo Xue, Xiong Xiao, Luyao Zhong, Shaokai Zhang, Jiangu Zhao, Jianyuan Lu, Shize Zhang, Xiaoqing Sun, Changgang Zheng, Zihao Fan, Haonan Li, Tian Pan, Xiaomin Wu, Yang Song, Xing Li, Biao Lyu, Meng Li, Haipeng Dai, Guihai Chen, and Shunmin Zhu arXiv, 2026 Paper \| Link \| BibTex
Single-Core Hotspots on Your VNF? Break Them Up! Changgang Zheng, Bowen Yang, Jin Ke, Ye Yang, Enge Song, Haonan Li, Zihao Fan, Mingxin Li, Yilong Lv, Yisong Qiao, Jun Liang, Donglin Lai, Bengbeng Xue, Yang Song, Xing Li, Rong Wen, Zhigang Zong, and Shunmin Zhu The 10th Asia-Pacific Workshop on Networking (APNet 2026) Paper \| Link \| BibTex
Integrating AI Clusters into Virtual Private Cloud Yinhe Wang, Xing Li, Enge Song, Zihao Fan, Changgang Zheng, Haonan Li, Shengyao Gao, Juncheng Xiang, Ye Yang, Junnan Cai, Chang Liu, Haoxiang Pan, Yang Song, Yilong Lv, Qiang Fu, Zhigang Zong, Heng Pan, and Shunmin Zhu The 10th Asia-Pacific Workshop on Networking (APNet 2026) Paper \| Link \| BibTex
Scaling LLM Agent Tool Access at Cloud Scale Mingxin Li, Enge Song, Yueshang Zuo, Xiaodong Liu, Rong Wen, Jian He, Jing Tie, Zhou Shao, Qiang Fu, Xiaobo Xue, Xiong Xiao, Luyao Zhong, Shaokai Zhang, Jiangu Zhao, Jianyuan Lu, Shize Zhang, Xiaoqing Sun, Changgang Zheng, Zihao Fan, Haonan Li, Tian Pan, Xiaomin Wu, Yang Song, Xing Li, Biao Lyu, Meng Li, Haipeng Dai, Guihai Chen, and Shunmin Zhu The 10th Asia-Pacific Workshop on Networking (APNet 2026), Poster Session Paper \| Link \| BibTex
CStar Gateway: Augmenting Public Cloud Infrastructure for Heterogeneous Network Function Virtualization Haonan Li, Tian Pan, Jin Ke, Baohai Hu, Changgang Zheng, Enge Song, Zhi Xu, Ye Yang, Bowen Yang, Donglin Lai, Yisong Qiao, Bengbeng Xue, Jianyuan Lu, Xiaoqing Sun, Shize Zhang, Zihao Fan, Mingxin Li, Yang Song, Jun Liang, Xionglie Wei, Biao Lyu, Rong Wen, Zhigang Zong, Jiao Zhang, Tao Huang, Shunmin Zhu The 23rd USENIX Symposium on Networked Systems Design and Implementation (NSDI '26) Paper \| Link \| BibTex
Bifrost: Alibaba's Next-Generation VPC Network with High-Performance Multipath Reliable Transport Zihao Fan, Xing Li, Ye Yang, Bo Jiang, Bowen Yang, Yilong Lv, Yuke Hong, Yinian Zhou, Junnan Cai, Jiayue Xu, Yunrui Hu, Zhao Gao, Ke Sun, Yimin Liu, Xiangdong Zhang, Enge Song, Jianyuan Lu, Xiaoqing Sun, Shize Zhang, Haonan Li, Mingxin Li, Changgang Zheng, Yang Song, Jun Liang, Biao Lyu, Rong Wen, Zhigang Zong, Shunmin Zhu The 23rd USENIX Symposium on Networked Systems Design and Implementation (NSDI '26) Paper \| Link \| BibTex
Dioscuri: A Dual-Solar-Array Cooperative Momentum Unloading System Changgang Zheng, JianxinGuo, LiangZhou, Guoqi Zhang, Jionghui Li, Luyuan Wang, Jinjun Zheng The 77th International Astronautical Congress (IAC 2026) [Selected from 8,300+ submissions from 108 countries] Paper \| BibTex
Diana: A Satellite-Based Lunar Time and Frequency System Changgang Zheng, Luyuan Wang, Jionghui Li, Haonan Li, Zihao Fan, Mingxin Li, Bo Jiang, Tian Pan, Jinjun Zheng The 77th International Astronautical Congress (IAC 2026) [Selected from 8,300+ submissions from 108 countries] Paper \| BibTex
A New Generation Commercial Data Relay Satellite System Liyan Zhang, Bo Li, Changgang Zheng The 77th International Astronautical Congress (IAC 2026) [Selected from 8,300+ submissions from 108 countries] Paper \| BibTex
Roadmap on Fast Machine Learning for Science Section 7: In-Network Machine Learning: Inference at the Speed of Data Sioni Summers, Alex Tapper, Thea Klæboe Årrestad, Chen Qin, Karin Rathsman, Matthew Streeter, Charlotte Palmer, Jonathan Citrin, Changgang Zheng, Noa Zilberman, Alexander Titterton and Tobias Becker Machine Learning: Science and Technology Paper \| Sec. 7 \| Link \| BibTex
2025
Design, Implementation, and Deployment of Multi-Task Neural Networks in Programmable Data-Planes Kaiyi Zhang, Changgang Zheng, Nancy Samaan, Ahmed Karmouch, and Noa Zilberman IEEE Transactions on Network and Service Management (TNSM) Link \| BibTex
Presented "MUTA: Enabling Multi-Task Neural Network Inference in Programmable Data-Planes" on the 22nd of May, 2025. Kaiyi Zhang, Changgang Zheng, Nancy Samaan, Ahmed Karmouch, and Noa Zilberman IEEE HPSR 2025 [CCF B] [Best Paper Award] Paper \| Link \| BibTex
Edge Acceleration of LiDAR Frame Transmission with In-network Machine Learning Peng Qian, Changgang Zheng, and Noa Zilberman ACM EdgeSys, March 2025 Paper \| Link \| BibTex
2024
Towards In-Network Machine Learning on Programmable Network Devices Changgang Zheng DPhil Thesis, 2024 PDF \| Link \| BibTex \| Code
Federated In-Network Machine Learning for Privacy-Preserving IoT Traffic Analysis Mingyuan Zang, Changgang Zheng, Tomasz Koziak, Noa Zilberman, and Lars Dittmann ACM Transactions on Internet Technology (TOIT), 2024 Paper \| BibTex
In-Network Machine Learning for Real-Time Transaction Fraud Detection Xinpeng Hong, Changgang Zheng, and Noa Zilberman 27th European Conference on Artificial Intelligence (ECAI), 2024 PDF \| BibTex
Accelerating Machine Learning for Trading Using Programmable Switches Xinpeng Hong, Changgang Zheng, Stefan Zohren, and Noa Zilberman 27th European Conference on Artificial Intelligence (ECAI), 2024 PDF \| BibTex
GridWatch: A Smart Network for Smart Grid Masoud Hemmatpour, Changgang Zheng, Noa Zilberman, and Phuong Hoai Ha IEEE SmartGridComm, 2024 PDF \| BibTex
Planter: Rapid Prototyping of In-Network Machine Learning Inference Changgang Zheng, Mingyuan Zang, Xinpeng Hong, Liam Perreault, Riyad Bensoussane, Shay Vargaftik, Yaniv Ben-Itzhak, and Noa Zilberman ACM SIGCOMM Computer Communication Review (CCR), 2024 [Acceptance rates comparable to ACM SIGCOMM conference, i.e., under 15%] [Best of CCR] PDF \| arXiv (2022) \| BibTex \| Code \| Doc
SmartEdge - Design of Dynamic and Secure Swarm Networking Noa Zilberman, Hongyi Chen, Damu Ding, Changgang Zheng, Rana Abu Bakar, Filippo Cugini, Layal Ismaeel, Mohamed Mtiri, Francesco Paolucci, Domenico Uomo, Juan Josè Vegas Olmos, Faris Alhamed, Philippe Cudré-Mauroux, Alberto Lerner, Duc Manh Nguyen, Danh Le Phuoc, Anh Le Tuan (sort in alphabetical order) D4.1 Design of Dynamic & Secure Swarm Networking, EU Semantic Low-code Programming Tools for Edge Intelligence (SmartEdge) horizon project, GA 101092908, 2024 PDF \| Link \| X (Twitter)
IIsy: Hybrid In-Network Classification Using Programmable Switches Changgang Zheng, Zhaoqi Xiong, Thanh T Bui, Siim Kaupmees, Riyad Bensoussane, Antoine Bernabeu, Shay Vargaftik, Yaniv Ben-Itzhak, and Noa Zilberman IEEE/ACM Transactions on Networking, 2024 [CCF A] PDF \| arXiv (2022) \| BibTex \| Code
Reinforcement Learning for Patient Scheduling with Combinatorial Optimisation Xi Liu, Changgang Zheng, Zhen Chen, Yong Liao, Ren Chen, and Shufan Yang 44th SGAI International Conference on Artificial Intelligence, 2024 Paper \| BibTex
E-Commerce Bot Traffic: In-Network Impact, Detection, and Mitigation Masoud Hemmatpour, Changgang Zheng, and Noa Zilberman 27th Conference on Innovation in Clouds, Internet and Networks (ICIN), 2024 Paper \| ICIN \| BibTex
In-Network Machine Learning Using Programmable Network Devices: A Survey Changgang Zheng, Xinpeng Hong, Damu Ding, Shay Vargaftik, Yaniv Ben-Itzhak, and Noa Zilberman IEEE Communications Surveys and Tutorials [Impact Factor=35.6] Paper \| Link \| BibTex
2023
DINC: Toward Distributed In-Network Computing Changgang Zheng, Haoyue Tang, Mingyuan Zang, Xinpeng Hong, Aosong Feng, Leandros Tassiulas, and Noa Zilberman ACM CoNEXT'23 & Proceedings of the ACM on Networking, 2023 [Acceptance Rate: 24/129=18.6%] Paper \| BibTex \| Code
Towards Continuous Threat Defense: In-Network Traffic Analysis for IoT Gateways Mingyuan Zang, Changgang Zheng, Lars Dittmann, and Noa Zilberman IEEE Internet of Things Journal, 2023 [Impact Factor=10.2] Paper \| BibTex \| Code
QCMP: Load Balancing via In-network Reinforcement Learning Changgang Zheng, Benjamin Rienecker, and Noa Zilberman Proceedings of the ACM SIGCOMM Workshop on Future of Internet Routing & Addressing, 2023 Paper \| BibTex \| Code
Advanced Threat Defense with In-Network Traffic Analysis for IoT Gateways Mingyuan Zang, Changgang Zheng, and Lars Dittmann, Noa Zilberman MobiUK, 2023 Paper \| Slides \| BibTex
Federated Learning-Based In-Network Traffic Analysis on IoT Edge Mingyuan Zang, Changgang Zheng, Tomasz Koziak, Noa Zilberman, and Lars Dittmann Security for IoT Networks and Devices in 6G (Sec4IoT), IFIP Networking 2023 Paper \| BibTex
LOBIN: In-Network Machine Learning for Limit Order Books Xinpeng Hong, Changgang Zheng, Stefan Zohren, and Noa Zilberman IEEE 24rd International Conference on High Performance Switching and Routing (HPSR), 2023 Paper \| BibTex
A Framework for History-Aware Hyperparameter Optimisation in Reinforcement Learning Juan Marcelo Parra-Ullauri, Chen Zhen, Antonio García-Domínguez, Nelly Bencomo, Changgang Zheng, Juan Boubeta-Puig, Guadalupe Ortiz, Shufan Yang arXiv, 2023 Paper \| BibTex
A Novel State Space Exploration Method for the Sparse-Reward Reinforcement Learning Environment Xi Liu, Long Ma, Zhen Chen, Changgang Zheng, Ren Chen, Yong Liao, and Shufan Yang 43rd SGAI International Conference on Artificial Intelligence, 2023 Paper \| BibTex
2022
Reducing Variations in Multi-center Alzheimer’s Disease Classification with Convolutional Adversarial Autoencoder Bernard M. Cobbinah, Christian Sorg, Qinli Yang, Arvid Ternblom, Changgang Zheng, Wei Han, Liwei Che, Junming Shao Medical Image Analysis, 2022 Paper \| Link \| BibTex
Linnet: Limit Order Books Within Switches Xinpeng Hong, Changgang Zheng, Stefan Zohren, and Noa Zilberman Proceedings of the SIGCOMM'22 Poster and Demo Sessions Paper \| BibTex \| Poster
P4Pir: In-Network Analysis for Smart IoT Gateways Mingyuan Zang, Changgang Zheng, Radostin Stoyanov, Lars Dittmann, and Noa Zilberman Proceedings of the SIGCOMM'22 Poster and Demo Sessions Paper \| BibTex \| Poster \| Code
Towards Secure Multi-Agent Deep Reinforcement Learning: Adversarial Attacks and Countermeasures Changgang Zheng, Chen Zhen, Yonghai Xie, Shufan Yang 5th IEEE Conference on Dependable and Secure Computing (IEEE DSC 2022), Link \| BibTex
Automating In-Network Machine Learning Changgang Zheng, Mingyuan Zang, Xinpeng Hong, Riyad Bensoussane, Shay Vargaftik, Yaniv Ben-Itzhak, and Noa Zilberman arXiv, 2022 Paper \| BibTex \| Code
IIsy: Practical In-Network Classification Changgang Zheng, Zhaoqi Xiong, Thanh T Bui, Siim Kaupmees, Riyad Bensoussane, Antoine Bernabeu, Shay Vargaftik, Yaniv Ben-Itzhak, and Noa Zilberman arXiv, 2022 Paper \| BibTex
Event-driven Temporal Models for Explanations - ETeMoX: Explaining Reinforcement Learning Juan Marcelo Parra-Ullauri, Antonio García-Domínguez, Nelly Bencomo, Changgang Zheng, Chen Zhen, Juan Boubeta-Puig, Guadalupe Ortiz, Shufan Yang Software and Systems Modeling, 2021 [2022 SoSyM-First Paper Award] Paper \| BibTex
2021
Planter: Seeding Trees Within Switches Changgang Zheng, Noa Zilberman Proceedings of the SIGCOMM'21 Poster and Demo Sessions Paper \| Short Video \| Slides \| BibTex \| Poster \| Code
Modular neural network via exploring category hierarchy Wei Han, Changgang Zheng, Rui Zhang, Jinxia Guo, Qinli Yang, Junming Shao Information Sciences, 2021 Paper \| BibTex
Reward-reinforced generative adversarial networks for multi-agent systems Changgang Zheng, Shufan Yang, Juan Marcelo Parra-Ullauri, Antonio Garcia-Dominguez, Nelly Bencomo IEEE Transactions on Emerging Topics in Computational Intelligence, 2021 Link \| Code \| BibTex
2020 and Earlier
Data Mining Techniques for the Analysis and Prediction in Bioenergy Yield Mengyu Ge, Han Liu, Yilin Liu, Changgang Zheng 2019 International Conference on Artificial Intelligence and Advanced Manufacturing (AIAM) Link \| BibTex
Relationship between the maximum standardized uptake value of fluoro‐2‐deoxyglucose‐positron emission tomography/computed tomography and clinicopathological characteristics in tongue squamous cell carcinoma Dong Zheng, Lixuan Niu, Wenpeng Liu, Changgang Zheng, Ruyi Yan, Liyan Gong, Zhongxing Dong, Jun Fei, Ke Li Journal of Cancer Research and Therapeutics, 2019 Paper \| BibTex
Correlation analysis between the SUVmax of FDG-PET/CT and clinicopathological characteristics in oral squamous cell carcinoma Dong Zheng, Lixuan Niu, Wenpeng Liu, Changgang Zheng, Ruyi Yan, Liyan Gong, Zhongxing Dong, Ke Li, Jun Fei Dentomaxillofacial Radiology, 2019 Paper \| BibTex
A Novel Maze Representation Approach for Finding Filled Path of A Mobile Robot Changgang Zheng, Han Liu, Mengyu Ge, Yilin Liu Proceedings of the 2019 International Conference on Computer, Network, Communication and Information Systems (CNCI 2019) Paper \| BibTex
Low-rank network signatures in the triple network separate schizophrenia and major depressive disorder Wei Han, Christian Sorg, Changgang Zheng, Qinli Yang, Xiaosong Zhang, Arvid Ternblom, Cobbinah Bernard Mawuli, Lianli Gao, Cheng Luo, Dezhong Yao, Tao Li, Sugai Liang, Junming Shao NeuroImage: Clinical, 2019 Paper \| BibTex
In-orbit experiment of satellite-induced code pseudorange deviations of BeiDou system Shaojun Bi, Changgang Zheng, Congwei Yang, Jinjun Zheng, Chengyan He, Jiaxing Liu Proceedings of the 31st International Technical Meeting of the Satellite Division of The Institute of Navigation (ION GNSS+ 2018) Paper \| BibTex