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Education and qualifications (4)

Hong Kong University of Science and Technology: Hong Kong, HK

Education
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Hong Kong University of Science and Technology

ETH Zürich: Zurich, CH

2024-10 to present | Post-doc (Department of Computer Science)
Education
Source: Self-asserted source
Yuanyuan Yuan

The Hong Kong University of Science and Technology: Hong Kong, HK

2020-09 to 2024-10 | PhD (Computer Science and Engineering)
Education
Source: Self-asserted source
Yuanyuan Yuan

Fudan University: Shanghai, Shanghai, CN

2016-09 to 2020-07 | Bachelor of Science (Computer Science)
Education
Source: Self-asserted source
Yuanyuan Yuan

Works (20)

MPCDiff: Testing and Repairing MPC-Hardened Deep Learning Models

31th Network and Distributed System Security Symposium (NDSS)
2024 | Conference paper
Contributors: Pang, Qi; Yuan, Yuanyuan; Wang, Shuai
Source: Self-asserted source
Yuanyuan Yuan

No Privacy Left Outside: On the (In-) Security of TEE-Shielded DNN Partition for On-Device ML

45th IEEE Symposium on Security and Privacy (SP)
2024 | Conference paper
Contributors: Zhang, Ziqi; Gong, Chen; Cai, Yifeng; Yuan, Yuanyuan; Liu, Bingyan; Li, Ding; Guo, Yao; Chen, Xiangqun
Source: Self-asserted source
Yuanyuan Yuan

Provably Valid and Diverse Mutations of Real-World Media Data for DNN Testing

IEEE Transactions on Software Engineering
2024 | Conference paper
Contributors: Yuan, Yuanyuan; Pang, Qi; Wang, Shuai
Source: Self-asserted source
Yuanyuan Yuan

ADI: Adversarial Dominating Inputs in Vertical Federated Learning Systems

44th IEEE Symposium on Security and Privacy (SP)
2023 | Conference paper
Contributors: Pang, Qi; Yuan, Yuanyuan; Wang, Shuai; Zheng, Wenting
Source: Self-asserted source
Yuanyuan Yuan

CacheQL: Quantifying and Localizing Cache Side-Channel Vulnerabilities in Production Software

32nd USENIX Security Symposium (USENIX Security 23)
2023 | Conference paper
Contributors: Yuan, Yuanyuan; Liu, Zhibo; Wang, Shuai
Source: Self-asserted source
Yuanyuan Yuan

CC: Causality-aware coverage criterion for deep neural networks

IEEE/ACM 45th International Conference on Software Engineering (ICSE)
2023 | Conference paper
Contributors: Ji, Zhenlan; Ma, Pingchuan; Yuan, Yuanyuan; Wang, Shuai
Source: Self-asserted source
Yuanyuan Yuan

Decompiling x86 deep neural network executables

32nd USENIX Security Symposium (USENIX Security 23)
2023 | Conference paper
Contributors: Liu, Zhibo; Yuan, Yuanyuan; Wang, Shuai; Xie, Xiaofei; Ma, Lei
Source: Self-asserted source
Yuanyuan Yuan

Explain Any Concept: Segment Anything Meets Concept-Based Explanation

37th Conference on Neural Information Processing Systems (NeurIPS)
2023 | Conference paper
Contributors: Ao Sun; Pingchuan Ma; Yuan, Yuanyuan; Shuai Wang
Source: Self-asserted source
Yuanyuan Yuan

OBSan: An Out-Of-Bound Sanitizer to Harden DNN Executables

30th Network and Distributed System Security Symposium (NDSS)
2023 | Conference paper
Contributors: Chen, Yanzuo; Yuan, Yuanyuan; Wang, Shuai
Source: Self-asserted source
Yuanyuan Yuan

Precise and Generalized Robustness Certification for Neural Networks

32nd USENIX Security Symposium (USENIX Security 23)
2023 | Conference paper
Contributors: Yuan, Yuanyuan; Wang, Shuai; Su, Zhendong
Source: Self-asserted source
Yuanyuan Yuan

Revisiting neuron coverage for DNN testing: A layer-wise and distribution-aware criterion

IEEE/ACM 45th International Conference on Software Engineering (ICSE)
2023 | Conference paper
Contributors: Yuan, Yuanyuan; Pang, Qi; Wang, Shuai
Source: Self-asserted source
Yuanyuan Yuan

Enhancing DNN-Based Binary Code Function Search With Low-Cost Equivalence Checking

IEEE Transactions on Software Engineering
2023-01-01 | Journal article
DOI: 10.1109/TSE.2022.3149240
Contributors: Huaijin Wang; Pingchuan Ma; Yuanyuan Yuan; Zhibo Liu; Shuai Wang; Qiyi Tang; Sen Nie; Shi Wu
Source: check_circle
Crossref

Automated side channel analysis of media software with manifold learning

31st USENIX Security Symposium (USENIX Security 22)
2022 | Conference paper
Contributors: Yuan, Yuanyuan; Pang, Qi; Wang, Shuai
Source: Self-asserted source
Yuanyuan Yuan

MDPFuzz: testing models solving Markov decision processes

Proceedings of the 31st ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA)
2022 | Conference paper
Contributors: Pang, Qi; Yuan, Yuanyuan; Wang, Shuai
Source: Self-asserted source
Yuanyuan Yuan

Metamorphic testing of deep learning compilers

Proceedings of the ACM on Measurement and Analysis of Computing Systems (SIGMETRICS)
2022 | Journal article
Contributors: Xiao, Dongwei; Liu, Zhibo; Yuan, Yuanyuan; Pang, Qi; Wang, Shuai
Source: Self-asserted source
Yuanyuan Yuan

NeuralD: Detecting Indistinguishability Violations of Oblivious RAM With Neural Distinguishers

IEEE Transactions on Information Forensics and Security
2022 | Journal article
DOI: 10.1109/TIFS.2022.3155274
Contributors: Pingchuan Ma; Zhibo Liu; Yuanyuan Yuan; Shuai Wang
Source: check_circle
Crossref

SoK: Demystifying binary lifters through the lens of downstream applications

43rd IEEE Symposium on Security and Privacy (SP)
2022 | Conference paper
Contributors: Liu, Zhibo; Yuan, Yuanyuan; Wang, Shuai; Bao, Yuyan
Source: Self-asserted source
Yuanyuan Yuan

Unveiling hidden DNN defects with decision-based metamorphic testing

Proceedings of the 37th IEEE/ACM International Conference on Automated Software Engineering (ASE)
2022 | Conference paper
DOI: 10.1145/3551349.3561157
Contributors: Yuan, Yuanyuan; Pang, Qi; Wang, Shuai
Source: Self-asserted source
Yuanyuan Yuan
grade
Preferred source (of 2)‎

Perception matters: Detecting perception failures of VQA models using metamorphic testing

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
2021 | Conference paper
Contributors: Yuan, Yuanyuan; Wang, Shuai; Jiang, Mingyue; Chen, Tsong Yueh
Source: Self-asserted source
Yuanyuan Yuan

Private image reconstruction from system side channels using generative models

International Conference on Learning Representations (ICLR)
2021 | Conference paper
Contributors: Yuan, Yuanyuan; Wang, Shuai; Zhang, Junping
Source: Self-asserted source
Yuanyuan Yuan
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