The poster, arXiv, and SIGCOMM CCR version of Planter:
Planter: Rapid Prototyping of In-Network Machine Learning Inference, ACM SIGCOMM Computer Communication Review, 2024.
@article{zheng2024automating,
title={{Planter: Rapid Prototyping of In-Network Machine Learning Inference}},
author={Zheng, Changgang and Zang, Mingyuan and Hong, Xinpeng and Perreault, Liam and Bensoussane, Riyad and Vargaftik, Shay and Ben-Itzhak, Yaniv and Zilberman, Noa},
journal={ACM SIGCOMM Computer Communication Review},
year={2024}
}
Automating In-Network Machine Learning, arXiv, 2022.
@misc{zheng2022automating,
title={Automating In-Network Machine Learning},
author={Changgang Zheng and Mingyuan Zang and Xinpeng Hong and Riyad Bensoussane and Shay Vargaftik and Yaniv Ben-Itzhak and Noa Zilberman},
year={2022},
eprint={2205.08824},
archivePrefix={arXiv},
primaryClass={cs.NI}
}
Planter: seeding trees within switches, SIGCOMM'21 Poster and Demo Sessions, 2021.
@incollection{zheng2021planter,
title={Planter: seeding trees within switches},
author={Zheng, Changgang and Zilberman, Noa},
booktitle={Proceedings of the SIGCOMM'21 Poster and Demo Sessions},
pages={12--14},
year={2021}
}
IIsy: Hybrid In-Network Classification Using Programmable Switches, IEEE/ACM Transactions on Networking, 2024.
@article{zheng2024iisy,
title={{IIsy: Hybrid In-Network Classification Using Programmable Switches}},
author={Zheng, Changgang and Xiong, Zhaoqi and Bui, Thanh T and Kaupmees, Siim and Bensoussane, Riyad and Bernabeu, Antoine and Vargaftik, Shay and Ben-Itzhak, Yaniv and Zilberman, Noa},
journal={IEEE/ACM Transactions on Networking},
year={2024}
}
DINC: Toward Distributed In-Network Computing, ACM CoNEXT'23 & Proceedings of the ACM on Networking, 2023.
@article{zheng2023dinc,
title={{DINC: Toward Distributed In-Network Computing}},
author={Zheng, Changgang and Tang, Haoyue and Zang, Mingyuan and Hong, Xinpeng and Feng, Aosong and Tassiulas, Leandros and Zilberman, Noa},
journal={Proceedings of the ACM on Networking},
volume={1},
number={CoNEXT3},
pages={1--25},
year={2023},
publisher={ACM New York, NY, USA}
}
QCMP: Load Balancing via In-Network Reinforcement Learning, ACM SIGCOMM Workshop on Future of Internet Routing & Addressing, 2023.
@inproceedings{zheng2023qcmp,
title={{QCMP: Load Balancing via In-Network Reinforcement Learning}},
author={Zheng, Changgang and Rienecker, Benjamin and Zilberman, Noa},
booktitle={Proceedings of the 2nd ACM SIGCOMM Workshop on Future of Internet Routing \& Addressing},
pages={35--40},
year={2023}
}
We are also excited to introduce several works that apply Planter. If your work uses Planter, please kindly email us (changgangzheng@qq.com) if possible. We will include your latest publication or project in the Planter's applications list.
SmartEdge - Design of Dynamic and Secure Swarm Networking, D4.1 Design of Dynamic & Secure Swarm Networking, EU Semantic Low-code Programming Tools for Edge Intelligence (SmartEdge) horizon project, 2024.
@article{eu2024smartedge,
title={{SmartEdge}},
author={Chen, Hongyi and Ding, Damu and Zheng, Changgang and Bakar, Rana Abu and Cugini, Filippo and others},
note = {D4.1 Design of Dynamic \& Secure Swarm Networking, GA 101092908},
pages={1--57},
year={2024}
}
E-Commerce Bot Traffic: In-Network Impact, Detection, and Mitigation, 27th Conference on Innovation in Clouds, Internet and Networks (ICIN), 2024.
@incollection{hemmatpour2024ecommerce,
title={{E-Commerce Bot Traffic: In-Network Impact, Detection, and Mitigation}},
author={Hemmatpour, Masoud and Zheng, Changgang and Zilberman, Noa},
booktitle={7th Conference on Innovation in Clouds, Internet and Networks (ICIN)},
year={2024}
}
In-Network Machine Learning Using Programmable Network Devices: A Survey, IEEE Communications Surveys and Tutorials, 2023.
@article{zheng2023network,
title={{In-Network Machine Learning Using Programmable Network Devices: A Survey}},
author={Zheng, Changgang and Hong, Xinpeng and Ding, Damu and Vargaftik, Shay and Ben-Itzhak, Yaniv and Zilberman, Noa},
journal={IEEE Communications Surveys \& Tutorials},
year={2023},
doi={10.1109/COMST.2023.3344351},
publisher={IEEE}
}
Towards Continuous Threat Defense: In-Network Traffic Analysis for IoT Gateways, IEEE Internet of Things Journal, 2023.
@article{zang2023towards,
title={{Towards Continuous Threat Defense: In-Network Traffic Analysis for IoT Gateways}},
author={Zang, Mingyuan and Zheng, Changgang and Dittmann, Lars and Zilberman, Noa},
journal={IEEE Internet of Things Journal},
year={2023},
publisher={IEEE}
}
Advanced Threat Defense with In-Network Traffic Analysis for IoT Gateways, MobiUK, 2023.
@article{zangadvanced,
title={Advanced Threat Defense with In-Network Traffic Analysis for IoT Gateways},
author={Zang, Mingyuan and Zheng, Changgang and Dittmann, Lars and Zilberman, Noa},
booktitle={MobiUK},
year={2023}
}
Federated learning-based in-network traffic analysis on IoT edge, Security for IoT Networks and Devices in 6G (Sec4IoT), IFIP Networking 2023.
@article{zang2023federated,
title={Federated learning-based in-network traffic analysis on IoT edge},
author={Zang, Mingyuan and Zheng, Changgang and Koziak, Tomasz and Zilberman, Noa and Dittmann, Lars},
year={2023}
}
LOBIN: In-Network Machine Learning for Limit Order Books, IEEE 24rd International Conference on High Performance Switching and Routing (HPSR), 2023.
@inproceedings{hong2023lobin,
title={{LOBIN: In-Network Machine Learning for Limit Order Books}},
author={{Hong}, Xinpeng and Zheng, Changgang and Zohren, Stefan and Zilberman, Noa},
booktitle={2023 IEEE 24th International Conference on High Performance Switching and Routing (HPSR)},
pages={159--166},
year={2023},
organization={IEEE}
}
Linnet: Limit Order Books Within Switches, SIGCOMM'22 Poster and Demo Sessions, 2022.
@incollection{hong2022linnet,
title={{Linnet: Limit Order Books Within Switches}},
author={Hong, Xinpeng and Zheng, Changgang and Zohren, Stefan and Zilberman, Noa},
booktitle={Proceedings of the SIGCOMM'22 Poster and Demo Sessions},
pages={37--39},
year={2022}
}
P4Pir: In-Network Analysis for Smart IoT Gateways, SIGCOMM'22 Poster and Demo Sessions, 2022.
@incollection{zang2022p4pir,
title={{P4Pir: In-Network Analysis for Smart IoT Gateways}},
author={Zang, Mingyuan and Zheng, Changgang and Stoyanov, Radostin and Dittmann, Lars and Zilberman, Noa},
booktitle={Proceedings of the SIGCOMM'22 Poster and Demo Sessions},
pages={46--48},
year={2022}
}
