Siheng Chen

Siheng Chen

Shanghai Jiao Tong University

H-index: 41

Asia-China

About Siheng Chen

Siheng Chen, With an exceptional h-index of 41 and a recent h-index of 37 (since 2020), a distinguished researcher at Shanghai Jiao Tong University, specializes in the field of Graph signal processing, collaborative perception, federated learning, multi-agent learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

FedRSU: Federated learning for scene flow estimation on roadside units

Hypergraph-MLP: Learning on hypergraphs without message passing

Physical backdoor attack can jeopardize driving with vision-large-language models

Pragmatic communication in multi-agent collaborative perception

Hypergraph transformer for semi-supervised classification

Ethical-Lens: Curbing malicious usages of open-source text-to-image models

Self-alignment of large language models via monopolylogue-based social scene simulation

Self-supervised bird's eye view motion prediction with cross-modality signals

Siheng Chen Information

University

Position

___

Citations(all)

6380

Citations(since 2020)

5472

Cited By

2231

hIndex(all)

41

hIndex(since 2020)

37

i10Index(all)

86

i10Index(since 2020)

80

Email

University Profile Page

Shanghai Jiao Tong University

Google Scholar

View Google Scholar Profile

Siheng Chen Skills & Research Interests

Graph signal processing

collaborative perception

federated learning

multi-agent learning

Top articles of Siheng Chen

Title

Journal

Author(s)

Publication Date

FedRSU: Federated learning for scene flow estimation on roadside units

arXiv preprint arXiv:2401.12862

Shaoheng Fang

Rui Ye

Wenhao Wang

Zuhong Liu

Yuxiao Wang

...

2024/1/23

Hypergraph-MLP: Learning on hypergraphs without message passing

arXiv preprint arXiv:2312.09778

Bohan Tang

Siheng Chen

Xiaowen Dong

2023/12/15

Physical backdoor attack can jeopardize driving with vision-large-language models

arXiv preprint arXiv:2404.12916

Zhenyang Ni

Rui Ye

Yuxi Wei

Zhen Xiang

Yanfeng Wang

...

2024/4/19

Pragmatic communication in multi-agent collaborative perception

arXiv preprint arXiv:2401.12694

Yue Hu

Xianghe Pang

Xiaoqi Qin

Yonina C Eldar

Siheng Chen

...

2024/1/23

Hypergraph transformer for semi-supervised classification

IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

Zexi Liu

Bohan Tang

Ziyuan Ye

Xiaowen Dong

Siheng Chen

...

2024/3

Ethical-Lens: Curbing malicious usages of open-source text-to-image models

arXiv preprint arXiv:2404.12104

Yuzhu Cai

Sheng Yin

Yuxi Wei

Chenxin Xu

Weibo Mao

...

2024/4/18

Self-alignment of large language models via monopolylogue-based social scene simulation

arXiv preprint arXiv:2402.05699

Xianghe Pang

Shuo Tang

Rui Ye

Yuxin Xiong

Bolun Zhang

...

2024/2/8

Self-supervised bird's eye view motion prediction with cross-modality signals

Shaoheng Fang

Zuhong Liu

Mingyu Wang

Chenxin Xu

Yiqi Zhong

...

2024/1/21

Incentivizing Inclusive Data Contributions in Personalized Federated Learning

Siheng Chen

Enpei Zhang

Jingyi Chai

Rui Ye

Yanfeng Wang

2024/2/23

Towards collaborative autonomous driving: Simulation platform and end-to-end system

arXiv preprint arXiv:2404.09496

Genjia Liu

Yue Hu

Chenxin Xu

Weibo Mao

Junhao Ge

...

2024/4/15

Editable scene simulation for autonomous driving via collaborative LLM-agents

arXiv preprint arXiv:2402.05746

Yuxi Wei

Zi Wang

Yifan Lu

Chenxin Xu

Changxing Liu

...

2024/2/8

OpenFedLLM: Training large language models on decentralized private data via federated learning

arXiv preprint arXiv:2402.06954

Rui Ye

Wenhao Wang

Jingyi Chai

Dihan Li

Zexi Li

...

2024/2/10

V2X-PC: Vehicle-to-everything collaborative perception via point cluster

arXiv preprint arXiv:2403.16635

Si Liu

Zihan Ding

Jiahui Fu

Hongyu Li

Siheng Chen

...

2024/3/25

An extensible framework for open heterogeneous collaborative perception

International Conference on Learning Representations (ICLR)

Yifan Lu

Yue Hu

Yiqi Zhong

Dequan Wang

Siheng Chen

...

2024/5

Hypergraph node classification with graph neural networks

arXiv preprint arXiv:2402.05569

Bohan Tang

Zexi Liu

Keyue Jiang

Siheng Chen

Xiaowen Dong

2024/2/8

Decentralized and lifelong-adaptive multi-agent collaborative learning

arXiv preprint arXiv:2403.06535

Shuo Tang

Rui Ye

Chenxin Xu

Xiaowen Dong

Siheng Chen

...

2024/3/11

Fake it till make it: Federated learning with consensus-oriented generation

International Conference on Learning Representations (ICLR)

Rui Ye

Yaxin Du

Zhenyang Ni

Siheng Chen

Yanfeng Wang

2024/5

Joint-relation transformer for multi-person motion prediction

ICCV 2023

Qingyao Xu

Weibo Mao

Jingze Gong

Chenxin Xu

Siheng Chen

...

2023/8/9

Collaborative uncertainty benefits multi-agent multi-modal trajectory forecasting

IEEE Transactions on Pattern Analysis and Machine Intelligence

Bohan Tang

Yiqi Zhong

Chenxin Xu

Wei-Tao Wu

Ulrich Neumann

...

2023/7/5

Open-source can be dangerous: On the vulnerability of value alignment in open-source LLMs

Jingwei Yi

Rui Ye

Qisi Chen

Bin Benjamin Zhu

Siheng Chen

...

2023/10/13

See List of Professors in Siheng Chen University(Shanghai Jiao Tong University)

Co-Authors

H-index: 89
Jose M. F. Moura

Jose M. F. Moura

Carnegie Mellon University

H-index: 49
Ya Zhang

Ya Zhang

Shanghai Jiao Tong University

H-index: 45
Aarti Singh

Aarti Singh

Carnegie Mellon University

H-index: 35
Hae Young Noh

Hae Young Noh

Stanford University

H-index: 19
Yiming Li

Yiming Li

New York University

H-index: 18
Aliaksei Sandryhaila

Aliaksei Sandryhaila

Carnegie Mellon University

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