Author

Ronghui Mu

Observed names: Mu, Ronghui, mu, Ronghui

Institution: University of Exeter

Observed institutions: University of Liverpool, University of Exeter, Lancaster University

ORCID: 0000-0001-6150-4948

Observed ORCID: 0000-0001-6150-4948

OpenAlex ID: A5054272337

A survey of safety and trustworthiness of large language models through the lens of verification and validation

2024 · Xiaowei Huang, Wenjie Ruan, et al. · Artificial Intelligence Review · 166

Safeguarding large language models: a survey

2025 · Yi Dong, Ronghui Mu, et al. · Artificial Intelligence Review · 118

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Randomized Adversarial Training via Taylor Expansion

2023 · Gaojie Jin, Xinping Yi, et al. · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · 50

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Building Guardrails for Large Language Models

2024 · Dong, Yi, Mu, Ronghui, et al. · arXiv (Cornell University) · 22

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Sparse Adversarial Video Attacks with Spatial Transformations

2021 · Ronghui Mu, Wenjie Ruan, et al. · British Machine Vision Conference (BMVC) · 19

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3DVerifier: efficient robustness verification for 3D point cloud models

2022 · Ronghui Mu, Wenjie Ruan, et al. · Machine Learning · 14

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Enhancing robustness in video recognition models: Sparse adversarial attacks and beyond

2023 · Ronghui Mu, Leandro Marcolino, et al. · Neural Networks · 11

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Safety of Embodied Navigation: A Survey

2025 · Zixia Wang, Jia Hu, et al. · International Joint Conference on Artificial Intelligence · 8

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Certified Policy Smoothing for Cooperative Multi-Agent Reinforcement Learning

2023 · Ronghui Mu, Wenjie Ruan, et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 8

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Towards Fairness-Aware Adversarial Learning

2024 · Yanghao Zhang, Tianle Zhang, et al. · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · 7

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Nrat: towards adversarial training with inherent label noise

2024 · Zhen Chen, Fu Wang, et al. · Machine Learning · 7

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Reward Certification for Policy Smoothed Reinforcement Learning

2024 · Ronghui Mu, Leandro Soriano Marcolino, et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 5

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CluCERT: Certifying LLM Robustness via Clustering-Guided Denoising Smoothing

2026 · Zixia Wang, Gaojie Jin, et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 1

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Safety of Embodied Navigation: A Survey

2024 · Zixia Wang, Jia Hu, et al. · International Joint Conference on Artificial Intelligence · 1