Ruiyang Huang | Personal Homepage

PROFILE

Biography

I am an undergraduate researcher in Cryptography at the School of Cyber Science and Engineering, Southeast University. My work explores security, reliability, and explainable diagnosis in highly connected systems, with applications in multi-agent systems, UAV swarms, cryptography and privacy, and integrated sensing and communication. I am a member of the Communist Party of China and a student member of the "Five-Colored Stone Program" for endogenous security at Purple Mountain Laboratories. I am also an IEEE Student Member and a member of the IEEE Signal Processing Society (SPS). In September 2027, I will begin a PhD in Software Engineering at the School of Software and Microelectronics, Peking University.

Study Experience

2022–2023

Southeast University School of Medicine B.Med. Medical Imaging

Mentor: Bo Xie

2023–2024

Southeast University School of Mathematics B.Sc. Science Experimental Class

Mentors: Wenying Xu · Guanghui Wen

2024–2027

Southeast University School of Cyber Science and Engineering B.Eng. Cryptography Science and Technology

Mentor: Ning Gao

From Sep. 2027

Peking University School of Software and Microelectronics Ph.D. Software Engineering

Ph.D Advisor: Ying Li

RESEARCH

Research Interests

Multi-Agent Systems

Malicious information propagation, risk entropy modeling, dynamic trust anchors, and fault attribution.

UAV Swarms

Cooperative UAV/USV networks, reliability assessment, and importance ranking in complex networks.

Cryptography and Privacy

HECC authentication and key agreement, eCK adversary models, node capture, and temporary key exposure.

Integrated Sensing and Communication

WiFi BFM/CSI modeling, STGCN localization, and radio-frequency fingerprint identification.

UPDATES

Recent Highlights

2026/09

AudioPG featured by CAAI Member Center.

2026/08

RefineCut covered by QbitAI.

2026/08

PRP featured by Affective Computing.

2026/08

RefineCut accepted to EMNLP 2026.

2026/08

Out of Sight, Not out of Mind accepted to EMNLP 2026 (oral).

2026/08

CARL accepted to EMNLP 2026 (oral, award-nominated).

2026/08

SMRC accepted to Findings of EMNLP 2026.

2026/04

EvoC2F accepted to ICML 2026.

2026/04

AudioPG accepted to ICMR 2026 (oral).

2026/04

TopoSHIELD accepted to Findings of ACL 2026.

2026/01

HECC AKA published in IEEE T-VT 2026.

2026/01

STAR-RFF accepted to ICASSP 2026.

2025/07

Spherical Vector PSO published in ICIC 2025 (oral).

EXPERIENCE

Research Experience

2025.07–Present

FineLab, School of Software and Microelectronics, Peking University

Security defense and reliability analysis for intelligent software systems.

2024.10–Present

Purple Mountain Laboratories, Southeast University

Security and reliability assessment of UAV swarm systems under multiple attacks.

2024.10–Present

National Key Laboratory of Mobile Communications, Southeast University

Integrated indoor WiFi communication, sensing, localization, and identification.

2024.10–2025.09

Jiangsu Key Laboratory of Network and Information Security, Southeast University

LLM-based discovery of unknown threats in Tor darknet traffic.

PUBLICATIONS

Publications

IEEE T-VT JCR Q1

A Robust HECC-based Authentication and Key Agreement for UAV-enabled SAR Networks

Authors: Ruiyang Huang, Ning Gao✉, Qiang Ni, Shi Jin · First Author

IEEE Transactions on Vehicular Technology · Published.

DOI: 10.1109/TVT.2026.3658329

ACL '26 Findings

TopoSHIELD: Reshaping the Flow of Malice via Spatio-Temporal Risk-Aware Topological Evolution in Multi-Agent Systems

Authors: Ruiyang Huang†, Chenxi Wang†, Tinghe Zhang, Fengrui Liu, Jiayan Sun, Haocheng Wang, and Yifan Wu✉ · First Author

Findings of the Association for Computational Linguistics: ACL 2026 · Published.

DOI: 10.18653/V1/2026.FINDINGS-ACL.426

CODE

ICASSP '26 CCF-B

STAR-RFF: Spatio-Temporal Sensing Assisted Robust Radio Frequency Fingerprint Identification Via STGCN

Authors: Ruiyang Huang†, Chaoyue Yang†, Like Ren, Fengrui Liu, Yifan Wu, Ning Gao✉, Shi Jin · First Author

IEEE International Conference on Acoustics, Speech, and Signal Processing · Published.

DOI: 10.1109/ICASSP55912.2026.11463151

TUTORIAL

ICML '26 CCF-A

EvoC2F: Compiling Tool Orchestration for Efficient and Evolvable LLM Agents

Authors: Lei Wei†, Qi Liu†, Ruiyang Huang†, Xiao Peng, Sicong Xie, Lanbo Lin, Chenhao Jiang, Yuanwu Xu, Tianyuan Yang, Jiayao Liu, Li Cai, Yuying Li, Bin Wang✉ · Co-first Author

Proceedings of the 43rd International Conference on Machine Learning · Accepted.

DOI: forthcoming

EMNLP '26 CCF-B

Oral

Out of Sight, Not Out of Mind: Unveiling Latent Attack in Latent-based Multi-Agent Systems

Authors: Chenxi Wang^†, Ruiyang Huang^†, Jiayan Sun^†, Lei Wei^†, Yifan Wu^✉ · Co-first Author

Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing · Accepted & Preprinted.

arXiv: 2605.28214

EMNLP '26 CCF-B

Oral Award Nomination

Causal Abstention for Cost-Aware Language-Agent Collaboration

Authors: Lei Wei^†, Ruiyang Huang^†, Zhaolu Kang^†, Qi Liu^†, Xiao Peng, Haoran Liu, Zonghao Ying, Haoyu Wang, Ye Shen, Xu Dong, Hongyu Li, Kesu Wang, Yukun Lian, Sicong Xie^✉ · Co-first Author

Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing · Accepted.

Paper link forthcoming.

EMNLP '26 CCF-B

Plans You Can Check: Verifier-Grounded Learning of an Open-Weight Planner for Executable Video-Editing

Authors: Haoyu Wang^†, Cheng Feng^†, Liuyang Bian^†, Ruiyang Huang^†, Lei Wei, Yafei Wen, Xiaoxin Chen, Xiaoying Tang^✉ · Co-first Author

Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing · Accepted & Preprinted.

arXiv: 2608.25622

量子位

IEEE T-ASLP JCR Q1 CCF-B

PRP: Procedural-to-Real Masked Pre-Training for Transferable and Interpretable Audio Representations

Authors: Fengrui Liu, Ruiyang Huang, Qijian Zheng, Yuanfang Wang, Feng Liu^✉ · Second Author

IEEE Transactions on Audio, Speech and Language Processing · Published.

DOI: 10.1109/TASLPRO.2026.3724415

情感计算

ICMR '26 CCF-B

Oral

From Physics to Representation: Audio Learning with Synthetic Pre-training via Procedural Generation

Authors: Fengrui Liu, Ruiyang Huang, Qijian Zheng, Yuanfang Wang, Feng Liu✉ · Second Author

Proceedings of the 2026 International Conference on Multimedia Retrieval · Published.

DOI: 10.1145/3805622.3810789

CODE CAAI会员中心

EMNLP '26 Findings

SMRC: Aligning Large Language Models with Student Reasoning for Mathematical Error Correction

Authors: Biaojie Zeng, Min Zhang^✉, Juan Zhou, Fengrui Liu, Ruiyang Huang, Yu Song, Xin Lin

Findings of the Association for Computational Linguistics: EMNLP 2026 · Accepted & Preprinted.

arXiv: 2511.14684

ICIC '25 CCF-C

Oral

Smooth Path Planning Based on Spherical Vector Particle Swarm Optimization

Authors: Wenting Su, Zixuan Liu✉, Ruiyang Huang · Third Author

Advanced Intelligent Computing Technology and Applications · Published.

DOI: 10.1007/978-981-96-9921-6_39

HONORS

Honors and Competitions

Scholarships and Honors

2024 Ceteng Intelligence Scholarship
2024 Southeast University Zhishan Student Scholarship
2026 Outstanding Communist Youth League Member
2023 and 2025 Southeast University Individual Awards
2023 and 2024 Jiangsu Outstanding Volunteer
2024 Southeast University Outstanding Volunteer
Five-Star Volunteer of Southeast University

Innovation Competitions

2024 China International College Students Innovation Competition · Bronze Award
2025 National College Students Information Security Competition · Second Prize
2023 National College Students Life Science Competition · Bronze Award
2024 and 2025 Jiangsu College Students Innovation Competition · Second Prize

ACADEMIC SERVICE

Academic Service

Conference Reviewing

ACM MM '26, Reviewer.
ACM MM '26 Dataset Track, Reviewer.
NeurIPS '26, Reviewer.
ICLR '27, Reviewer.
IEEE ICASSP '27, Reviewer.

Journal Reviewing

IEEE T-NSM, Reviewer.
IEEE IoTJ, Reviewer.

CONTACT

Contact

School Email ryhuang_572(at)seu(dot)edu(dot)cn Personal Email NoWall_572(at)outlook(dot)com Google Scholar scholar.google.com/citations ORCID 0009-0007-0178-8572 OpenReview openreview.net/profile GitHub github.com/NoWall-572