马雷｜武汉工程大学｜学者主页

2026

MAADBench: The Refreshable Paradigm for Anomaly Detection in Multi-Agent Systems

Lei Ma, Dennis Hofmann, Haowen Xu, Joshua DeOliveira, Peter VanNostrand, Lei Cao, Elke Rundensteiner

arXiv preprint

2026

KRONE: Scalable LLM-Augmented Log Anomaly Detection via Hierarchical Abstraction

Lei Ma, Jinyang Liu, Tieying Zhang, Peter M. VanNostrand, Dennis M. Hofmann, Lei Cao, Elke A. Rundensteiner, Jianjun Chen

arXiv preprint

2026

Detect, Localize, and Explain: Interactive Hierarchical Log Anomaly Analytics with LLM Augmentation

Lei Ma, Suhani Chaudhary, Ethan Shanbaum, Athanasios Tassiadamis, Peter M. VanNostrand, Dennis M. Hofmann, Haowen Xu, Elke Rundensteiner

arXiv preprint

2026

CAST: Non-Privileged Clipped Asymmetric Self-Teaching with Advantage Flipping for GRPO

Yang Li, Gongle Xue, Yijia Guo, Yuheng Yuan, Liwen Hu, Lei Ma

arXiv preprint

2026

Splats in Splats++: Robust and Generalizable 3D Gaussian Splatting Steganography

Yijia Guo, Wenkai Huang, Tong Hu, Gaolei Li, Yang Li, Yuxin Hong, Liwen Hu, Xitong Ling, Jianhua Li, Shengbo Chen, Tiejun Huang, Lei Ma

arXiv preprint

2026

LiteTex-GS: Fast and Lightweight Texturing for Gaussian Splatting

Zhiwei Li, Yijia Guo, Yishi Lu, Liwen Hu, Hong Rao, Shengbo Chen, Lei Ma

arXiv preprint

DOI

2026

An Extensive Empirical Study on Evaluation Metrics for Combinatorial Interaction Testing

Lisha Qin, Chenhui Cui, Tao Li, Rubing Huang, Shikai Guo, Lei Ma

arXiv preprint

2026

Supply-Chain Poisoning Attacks Against LLM Coding Agent Skill Ecosystems

Yubin Qu, Yi Liu, Tongcheng Geng, Gelei Deng, Yuekang Li, Leo Yu Zhang, Ying Zhang, Lei Ma

arXiv preprint

2026

Code-MUE: Measuring Code LLMs' Uncertainty through Execution-based Semantic Interaction Graphs

Xiaoning Ren, Yinxing Xue, Lei Ma, Yuheng Huang

arXiv preprint

2026

SameFact: The Same Safety Facts Lead to Different Responses Across Interfaces

Dongsheng Chen, Jiaxin Zhang, Lei Ma, Xin Yao, Xuetao Wei

arXiv preprint

2026

SSDAU: Structured Semantic Data Augmentation for Joint Entity and Relation Extraction

Jiawei He, Mengyu Shi, Jiawei Liu, Dong Sun, Chunrong Fang, Xikai Yang, Zhijie Wang, Lei Ma, Zhenyu Chen

arXiv preprint

2026

LLM-Assisted Model-Based GUI Testing for Vue.js Web Applications

Tao Li, Chenhui Cui, Rubing Huang, Dave Towey, Shikai Guo, Lei Ma

arXiv preprint

2026

Empirical Insights of Test Selection Metrics under Multiple Testing Objectives and Distribution Shifts

Jingyu Zhang, Fan Wang, Jacky Keung, Yihan Liao, Yan Xiao, Lei Ma

arXiv preprint

DOI

2026

ModalPatch: A Plug-and-Play Module for Robust Multi-Modal 3D Object Detection under Modality Drop

Shuangzhi Li, Lei Ma, Xingyu Li

arXiv preprint

2026

FiSeR: Fine-Grained Source Representations for Cross-Domain AI Image Detection

Shan Zhang, Yongxin He, Mingming Zhang, Huiwen Tian, Lei Ma

arXiv preprint

2026

How Your Credentials Are Leaked by LLM Agent Skills: An Empirical Study

Zhihao Chen, Ying Zhang, Yi Liu, Gelei Deng, Yuekang Li, Yanjun Zhang, Jianting Ning, Leo Yu Zhang, Lei Ma, Zhiqiang Li

arXiv preprint

2026

SaplingGuard: A Multidimensional-Profile-Aware Multi-Agent Guardrail for Developmentally Safe Adolescent-LLM Interaction

Jing Tan, Yifan Liu, Yi Lin, Xinwei Guo, Ziwei Wang, Xiangyu Zhao, Lei Ma, Xin Yao, Xuetao Wei

arXiv preprint

2026

Conditioned in Training, Dispensable at Inference: Typological Conditioning for Multilingual Speech Translation

Yu Pan, Tianjiao Zhang, Yang Hou, Xiongfei Wu, Liang Zhang, Yves Le Traon, Lei Ma, Jianjun Zhao

arXiv preprint

2026

Purpose IR: Compiling User Purpose for Privacy-Preserving Agent Workflow State

Dongsheng Chen, Xiangyu Zhao, Lei Ma, Xin Yao, Xuetao Wei

arXiv preprint

2026

From Conflicts to Collisions: A Two-Stage Collision Scenario-Testing Approach for Autonomous Driving Systems

Siyuan Chen, Fuyuan Zhang, Hua Qi, Lei Ma, Tomoyuki Tsuchiya, Michio Hayashi, Manabu Okada

arXiv preprint

2026

"Allow" to Achieve, Over-Privileged Inadvertently: The Unintended Cost of Task-Completion-Driven Pop-up Decisions in Mobile GUI Agents

Dongsheng Chen, Yuxuan Li, Guanhua Chen, Jiaxin Zhang, Xiangyu Zhao, Lei Ma, Xin Yao, Xuetao Wei

arXiv preprint

2026

Diagnosing On-Policy Self-Distillation for Reasoning Language Models

Yang Li, Gongle Xue, Yuheng Yuan, Yijia Guo, Shizhe Zhang, Liwen Hu, Lei Ma

arXiv preprint

2026

ARGOS: Automated Functional Safety Requirement Synthesis for Embodied AI via Attribute-Guided Combinatorial Reasoning

Dongsheng Chen, Yuxuan Li, Yi Lin, Guanhua Chen, Jiaxin Zhang, Xiangyu Zhao, Lei Ma, Xin Yao, Xuetao Wei

arXiv preprint

2026

Evaluating Implicit Regulatory Compliance in LLM Tool Invocation via Logic-Guided Synthesis

Da Song, Yuheng Huang, Boqi Chen, Tianshuo Cong, Randy Goebel, Lei Ma, Foutse Khomh

arXiv preprint

2026

CACR:Reinforcing Temporal Answer Grounding in Instructional Video via Candidate-Aware Causal Reasoning

Muge Qi, Rong Fu, Pengbin Feng, Xianda Li, Yu Cai, Yifu Guo, Shizhe Zhang, Simon James Fong, Lei Ma, Bin Li

arXiv preprint

2026

Training-Free Representation Guidance for Diffusion Models with a Representation Alignment Projector

Wenqiang Zu, Shenghao Xie, Bo Lei, Lei Ma

arXiv preprint

2026

Offline-Online Hierarchical 3D Global Relocalization With Synthetic LiDAR Sensing and Descriptor-Space Retrieval

Jiahua Ren, Kai Shen, Muhua Zhang, Lei Ma

arXiv preprint

DOI

2026

NARU: A Benchmark for NARrative Evolution and Cultural Nuance Understanding in Japanese Extreme Long Video

Yuheng Huang, Jianlang Chen, Jiayang Song, Hua Qi, Aza Kai, Vincent Markert, Edison Marrese-Taylor, Jianjun Zhao, Lei Ma

arXiv preprint

2026

When Agents Go Rogue: Activation-Based Detection of Malicious Behaviors in Multi-Agent Systems

Haowen Xu, Xue Tan, Lei Ma, Zhihao Zhang, Chao Wang, Qingze Wang, Ping Chen, Jun Dai, Xiaoyan Sun

arXiv preprint

2025

Internal Activation Revision: Safeguarding Vision Language Models Without Parameter Update

Qing Li, Jiahui Geng, Zongxiong Chen, Kun Song, Lei Ma, Fakhri Karray

arXiv preprint

2025

Pre-trained Models Succeed in Medical Imaging with Representation Similarity Degradation

Wenqiang Zu, Shenghao Xie, Hao Chen, Lei Ma

arXiv preprint

2025

Exploring Representation Invariance in Finetuning

Wenqiang Zu, Shenghao Xie, Hao Chen, Zhiqiang Chen, Liwen Hu, Yuanhao Xi, Yiming Liang, Junliang Ye, Bo Lei, Tiejun Huang, Guoqi Li, Lei Ma

arXiv preprint

2025

Aligning Instruction Tuning with Pre-training

Yiming Liang, Tianyu Zheng, Xinrun Du, Ge Zhang, Jiaheng Liu, Xingwei Qu, Wenqiang Zu, Xingrun Xing, Chujie Zheng, Lei Ma, Guoyin Wang, Zhaoxiang Zhang, Wenhao Huang, Xiang Yue, Jiajun Zhang

arXiv preprint

2025

MMLU-ProX: A Multilingual Benchmark for Advanced Large Language Model Evaluation

Weihao Xuan, Rui Yang, Heli Qi, Qingcheng Zeng, Yunze Xiao, Aosong Feng, Dairui Liu, Yun Xing, Junjue Wang, Fan Gao, Jinghui Lu, Yuang Jiang, Huitao Li, Xin Li, Kunyu Yu, Ruihai Dong, Shangding Gu, Yuekang Li, Xiaofei Xie, Felix Juefei-Xu, Foutse Khomh, Osamu Yoshie, Qingyu Chen, Douglas Teodoro, Nan Liu, Randy Goebel, Lei Ma, Edison Marrese-Taylor, Shijian Lu, Yusuke Iwasawa, Yutaka Matsuo, Irene Li

arXiv preprint

2025

An Empirical Analysis of Compatibility Issues for Industrial Mobile Games

Zihe Song, Yingfeng Chen, Lei Ma, Shangjie Lu, Honglei Lin, Changjie Fan, Wei Yang

arXiv preprint

DOI

2025

MoDitector: Module-Directed Testing for Autonomous Driving Systems

Renzhi Wang, Mingfei Cheng, Xiaofei Xie, Yuan Zhou, Lei Ma

arXiv preprint

2025

FaRMamba: Frequency-based learning and Reconstruction aided Mamba for Medical Segmentation

Ze Rong, ZiYue Zhao, Zhaoxin Wang, Lei Ma

arXiv preprint

2025

DETree: DEtecting Human-AI Collaborative Texts via Tree-Structured Hierarchical Representation Learning

Yongxin He, Shan Zhang, Yixuan Cao, Lei Ma, Ping Luo

arXiv preprint

2025

ai.txt: A Domain-Specific Language for Guiding AI Interactions with the Internet

Yuekang Li, Wei Song, Bangshuo Zhu, Dong Gong, Yi Liu, Gelei Deng, Chunyang Chen, Lei Ma, Jun Sun, Toby Walsh, Jingling Xue

arXiv preprint

2025

Can Protective Watermarking Safeguard the Copyright of 3D Gaussian Splatting?

Wenkai Huang, Yijia Guo, Gaolei Li, Lei Ma, Hang Zhang, Liwen Hu, Jiazheng Wang, Jianhua Li, Tiejun Huang

arXiv preprint

2025

NANO3D: A Training-Free Approach for Efficient 3D Editing Without Masks

Junliang Ye, Shenghao Xie, Ruowen Zhao, Zhengyi Wang, Hongyu Yan, Wenqiang Zu, Lei Ma, Jun Zhu

arXiv preprint

2025

From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning

Shuangzhi Li, Junlong Shen, Lei Ma, Xingyu Li

arXiv preprint

2025

Can Large Language Models Reason About Complex Execution Paths? An Empirical Study on Python

Wenhan Wang, Kaibo Liu, Zeyu Sun, An Ran Chen, Ge Li, Gang Huang, Lei Ma

arXiv preprint

2025

Risk Assessment Framework for Code LLMs via Leveraging Internal States

Yuheng Huang, Lei Ma, Keizaburo Nishikino, Takumi Akazaki

arXiv preprint

DOI

2025

STCLocker: Deadlock Avoidance Testing for Autonomous Driving Systems

Mingfei Cheng, Renzhi Wang, Xiaofei Xie, Yuan Zhou, Lei Ma

arXiv preprint

2025

TRUSTVIS: A Multi-Dimensional Trustworthiness Evaluation Framework for Large Language Models

Ruoyu Sun, Da Song, Jiayang Song, Yuheng Huang, Lei Ma

arXiv preprint

2025

S2ST-Omni: Hierarchical Language-Aware SpeechLLM Adaptation for Multilingual Speech-to-Speech Translation

Yu Pan, Xiongfei Wu, Yuguang Yang, Jixun Yao, Lei Ma, Jianjun Zhao

arXiv preprint

2025

Motus: A Unified Latent Action World Model

Hongzhe Bi, Hengkai Tan, Shenghao Xie, Zeyuan Wang, Shuhe Huang, Haitian Liu, Ruowen Zhao, Yao Feng, Chendong Xiang, Yinze Rong, Hongyan Zhao, Hanyu Liu, Zhizhong Su, Lei Ma, Hang Su, Jun Zhu

arXiv preprint

2025

Tackling the Kidnapped Robot Problem via Sparse Feasible Hypothesis Sampling and Reliable Batched Multi-Stage Inference

Muhua Zhang, Lei Ma, Ying Wu, Kai Shen, Deqing Huang, Henry Leung

arXiv preprint

DOI

2025

ClapFM-EVC: High-Fidelity and Flexible Emotional Voice Conversion with Dual Control from Natural Language and Speech

Yu Pan, Yanni Hu, Yuguang Yang, Jixun Yao, Jianhao Ye, Hongbin Zhou, Lei Ma, Jianjun Zhao

arXiv preprint

2025

Behavioral Conflict Avoidance Between Humans and Quadruped Robots in Shared Environments

Shuang Wei, Muhua Zhang, Yun Gan, Deqing Huang, Lei Ma, Chenguang Yang

arXiv preprint

2025

The Tower of Babel Revisited: Multilingual Jailbreak Prompts on Closed-Source Large Language Models

Linghan Huang, Haolin Jin, Zhaoge Bi, Pengyue Yang, Peizhou Zhao, Taozhao Chen, Xiongfei Wu, Lei Ma, Huaming Chen

arXiv preprint

2025

Zoom in, Click out: Unlocking and Evaluating the Potential of Zooming for GUI Grounding

Zhiyuan Jiang, Shenghao Xie, Wenyi Li, Wenqiang Zu, Peihang Li, Jiahao Qiu, Siqi Pei, Lei Ma, Tiejun Huang, Mengdi Wang, Shilong Liu

arXiv preprint

2025

Evaluating LLMs on Sequential API Call Through Automated Test Generation

Yuheng Huang, Jiayang Song, Da Song, Zhenlan Ji, Wenhan Wang, Shuai Wang, Lei Ma

arXiv preprint

2025

Generate Realistic Test Scenes for V2X Communication Systems

An Guo, Xinyu Gao, Chunrong Fang, Haoxiang Tian, Weisong Sun, Yanzhou Mu, Shuncheng Tang, Lei Ma, Zhenyu Chen

arXiv preprint

2025

DepthVanish: Optimizing Adversarial Interval Structures for Stereo-Depth-Invisible Patches

Yun Xing, Yue Cao, Nhat Chung, Jie Zhang, Ivor Tsang, Ming-Ming Cheng, Yang Liu, Lei Ma, Qing Guo

arXiv preprint

2025

CAShift: Benchmarking Log-Based Cloud Attack Detection under Normality Shift

Jiongchi Yu, Xiaofei Xie, Qiang Hu, Bowen Zhang, Ziming Zhao, Yun Lin, Lei Ma, Ruitao Feng, Frank Liauw

arXiv preprint

2025

Digging Into the Internal: Causality-Based Analysis of LLM Function Calling

Zhenlan Ji, Daoyuan Wu, Wenxuan Wang, Pingchuan Ma, Shuai Wang, Lei Ma

arXiv preprint

2025

Seeing the Unseen in Low-light Spike Streams

Liwen Hu, Yang Li, Mianzhi Liu, Yijia Guo, Shenghao Xie, Ziluo Ding, Tiejun Huang, Lei Ma

arXiv preprint

2025

Time-variant Image Inpainting via Interactive Distribution Transition Estimation

Yun Xing, Qing Guo, Xiaoguang Li, Yihao Huang, Xiaofeng Cao, Di Lin, Ivor Tsang, Lei Ma

arXiv preprint

2025

Foundation Models for Autonomous Driving System: An Initial Roadmap

Xiongfei Wu, Mingfei Cheng, Xiaoning Ren, Qiang Hu, Jianlang Chen, Yuheng Huang, Maxime Cordy, Yao Zhang, Xiaofei Xie, Lei Ma, Yves Le Traon

arXiv preprint

2025

Fine-grained Testing for Autonomous Driving Software: a Study on Autoware with LLM-driven Unit Testing

Wenhan Wang, Xuan Xie, Yuheng Huang, Renzhi Wang, An Ran Chen, Lei Ma

arXiv preprint

2025

Autonomous Exploration-Based Precise Mapping for Mobile Robots through Stepwise and Consistent Motions

Muhua Zhang, Lei Ma, Ying Wu, Kai Shen, Yongkui Sun, Henry Leung

arXiv preprint

2025

VeriWeb: Verifiable Long-Chain Web Benchmark for Agentic Information-Seeking

Shunyu Liu, Minghao Liu, Huichi Zhou, Zhenyu Cui, Yang Zhou, Yuhao Zhou, Jialiang Gao, Heng Zhou, Yunhao Yang, Wendong Fan, puzhen zhang, Ge Zhang, Jiajun Shi, Weihao Xuan, Jiaxing Huang, Shuang Luo, Fang Wu, Heli Qi, Qingcheng Zeng, Junjie Wang, Aosong Feng, Jindi Lv, Sicong Jiang, Ziqi Ren, Wangchunshu Zhou, Zhenfei Yin, Wenlong Zhang, Guohao Li, Wenhao Yu, Lei Ma, Lei Bai, Qunshu Lin, Mingli Song, Dacheng Tao

arXiv preprint

2024

LRR: Language-Driven Resamplable Continuous Representation against Adversarial Tracking Attacks

Jianlang Chen, Xuhong Ren, Qing Guo, Felix Juefei-Xu, Di Lin, Wei Feng, Lei Ma, Jianjun Zhao

arXiv preprint

2024

Beyond Fidelity: Explaining Vulnerability Localization of Learning-based Detectors

Baijun Cheng, Shengming Zhao, Kailong Wang, Meizhen Wang, Guangdong Bai, Ruitao Feng, Yao Guo, Lei Ma, Haoyu Wang

arXiv preprint

DOI

2024

Spike-NeRF: Neural Radiance Field Based On Spike Camera

Yijia Guo, Yuanxi Bai, Liwen Hu, Mianzhi Liu, Ziyi Guo, Lei Ma, Tiejun Huang

arXiv preprint

2024

SCSim: A Realistic Spike Cameras Simulator

Liwen Hu, Lei Ma, Yijia Guo, Tiejun Huang

arXiv preprint

2024

Multilingual Blending: LLM Safety Alignment Evaluation with Language Mixture

Jiayang Song, Yuheng Huang, Zhehua Zhou, Lei Ma

arXiv preprint

2024

GMP-TL: Gender-augmented Multi-scale Pseudo-label Enhanced Transfer Learning for Speech Emotion Recognition

Yu Pan, Yuguang Yang, Heng Lu, Lei Ma, Jianjun Zhao

arXiv preprint

2024

DPGAN: A Dual-Path Generative Adversarial Network for Missing Data Imputation in Graphs

Xindi Zheng, Yuwei Wu, Yu Pan, Wanyu Lin, Lei Ma, Jianjun Zhao

arXiv preprint

2024

Towards Unifying Understanding and Generation in the Era of Vision Foundation Models: A Survey from the Autoregression Perspective

Shenghao Xie, Wenqiang Zu, Mingyang Zhao, Duo Su, Shilong Liu, Ruohua Shi, Guoqi Li, Shanghang Zhang, Lei Ma

arXiv preprint

2024

PRTGS: Precomputed Radiance Transfer of Gaussian Splats for Real-Time High-Quality Relighting

Yijia Guo, Yuanxi Bai, Liwen Hu, Ziyi Guo, Mianzhi Liu, Yu Cai, Tiejun Huang, Lei Ma

arXiv preprint

2024

AcTracer: Active Testing of Large Language Model via Multi-Stage Sampling

Yuheng Huang, Jiayang Song, Qiang Hu, Felix Juefei-Xu, Lei Ma

arXiv preprint

2024

Zero-Shot Voice Conversion via Content-Aware Timbre Ensemble and Conditional Flow Matching

Yu Pan, Yuguang Yang, Jixun Yao, Lei Ma, Jianjun Zhao

arXiv preprint

2024

Takin-VC: Expressive Zero-Shot Voice Conversion via Adaptive Hybrid Content Encoding and Enhanced Timbre Modeling

Yuguang Yang, Yu Pan, Jixun Yao, Xiang Zhang, Jianhao Ye, Hongbin Zhou, Lei Xie, Lei Ma, Jianjun Zhao

arXiv preprint

2024

TEGEE: Task dEfinition Guided Expert Ensembling for Generalizable and Few-shot Learning

Xingwei Qu, Yiming Liang, Yucheng Wang, Tianyu Zheng, Tommy Yue, Xingyuan Bu, Lei Ma, Stephen W. Huang, Jiajun Zhang, Yinan Shi, Chenghua Lin, Jie Fu, Ge Zhang

arXiv preprint

2024

Embedded Visual Prompt Tuning

Wenqiang Zu, Shenghao Xie, Qing Zhao, Guoqi Li, Lei Ma

arXiv preprint

DOI

2024

TESTEVAL: Benchmarking Large Language Models for Test Case Generation

Wenhan Wang, Chenyuan Yang, Zhijie Wang, Yuheng Huang, Zhaoyang Chu, Da Song, Lingming Zhang, An Ran Chen, Lei Ma

arXiv preprint

2024

CIF-Bench: A Chinese Instruction-Following Benchmark for Evaluating the Generalizability of Large Language Models

Yizhi LI, Ge Zhang, Xingwei Qu, Jiali Li, Zhaoqun Li, Zekun Wang, Hao Li, Ruibin Yuan, Yinghao Ma, Kai Zhang, Wangchunshu Zhou, Yiming Liang, Lei Zhang, Lei Ma, Jiajun Zhang, Zuowen Li, Stephen W. Huang, Chenghua Lin, Jie Fu

arXiv preprint

2024

LeCov: Multi-level Testing Criteria for Large Language Models

Xuan Xie, Jiayang Song, Yuheng Huang, Da Song, Fuyuan Zhang, Felix Juefei-Xu, Lei Ma

arXiv preprint

2024

RedTest: Towards Measuring Redundancy in Deep Neural Networks Effectively

Yao Lu, Peixin Zhang, Jingyi Wang, Lei Ma, Xiaoniu Yang, Qi Xuan

arXiv preprint

2024

CodeHalu: Investigating Code Hallucinations in LLMs via Execution-based Verification

Yuchen Tian, Weixiang Yan, Qian Yang, Xuandong Zhao, Qian Chen, Wen Wang, Ziyang Luo, Lei Ma, Dawn Song

arXiv preprint

2024

SpikeGS: Reconstruct 3D scene via fast-moving bio-inspired sensors

Yijia Guo, Liwen Hu, Yuanxi Bai, Jiawei Yao, Lei Ma, Tiejun Huang

arXiv preprint

2024

On the Challenges of Fuzzing Techniques via Large Language Models

Linghan Huang, Peizhou Zhao, Huaming Chen, Lei Ma

arXiv preprint

2024

Cost-effective Instruction Learning for Pathology Vision and Language Analysis

Kaitao Chen, Mianxin Liu, Fang Yan, Lei Ma, Xiaoming Shi, Lilong Wang, Xiaosong Wang, Lifeng Zhu, Zhe Wang, Mu Zhou, Shaoting Zhang

arXiv preprint

2024

Understanding the Fundamental Design Decisions of Retrieval-Augmented Generation Systems

Shengming Zhao, Yuchen Shao, Yuheng Huang, Jiayang Song, Zhijie Wang, Chengcheng Wan, Lei Ma

arXiv preprint

DOI

2024

MultiTest: Physical-Aware Object Insertion for Testing Multi-sensor Fusion Perception Systems

Xinyu Gao, Zhijie Wang, Yang Feng, Lei Ma, Zhenyu Chen, Baowen Xu

arXiv preprint

DOI

2024

PoLLMgraph: Unraveling Hallucinations in Large Language Models via State Transition Dynamics

Derui Zhu, Dingfan Chen, Qing Li, Zongxiong Chen, Lei Ma, Jens Grossklags, Mario Fritz

arXiv preprint

2024

Large Language Model Supply Chain: Open Problems From the Security Perspective

Qiang Hu, Xiaofei Xie, Sen Chen, Lei Ma

arXiv preprint

2024

Evaluation and Improvement of Fault Detection for Large Language Models

Qiang Hu, Jin Wen, Maxime Cordy, Yuheng Huang, Wei Ma, Xiaofei Xie, Lei Ma

arXiv preprint

2024

PSCodec: A Series of High-Fidelity Low-bitrate Neural Speech Codecs Leveraging Prompt Encoders

Yu Pan, Xiang Zhang, Yuguang Yang, Jixun Yao, Yanni Hu, Jianhao Ye, Hongbin Zhou, Lei Ma, Jianjun Zhao

arXiv preprint

2024

I-SHEEP: Self-Alignment of LLM from Scratch through an Iterative Self-Enhancement Paradigm

Yiming Liang, Ge Zhang, Xingwei Qu, Tianyu Zheng, Jiawei Guo, Xinrun Du, Zhenzhu Yang, Jiaheng Liu, Chenghua Lin, Lei Ma, Wenhao Huang, Jiajun Zhang

arXiv preprint

2024

Are LLMs Correctly Integrated into Software Systems?

Yuchen Shao, Yuheng Huang, Jiawei Shen, Lei Ma, Ting Su, Chengcheng Wan

arXiv preprint

2024

Python Symbolic Execution with LLM-powered Code Generation

Wenhan Wang, Kaibo Liu, An Ran Chen, Ge Li, Zhi Jin, Gang Huang, Lei Ma

arXiv preprint

2024

Towards Understanding the Characteristics of Code Generation Errors Made by Large Language Models

Zhijie Wang, Zijie Zhou, Da Song, Yuheng Huang, Shengmai Chen, Lei Ma, Tianyi Zhang

arXiv preprint

2024

LADEV: A Language-Driven Testing and Evaluation Platform for Vision-Language-Action Models in Robotic Manipulation

Zhijie Wang, Zhehua Zhou, Jiayang Song, Yuheng Huang, Zhan Shu, Lei Ma

arXiv preprint

2024

Learning from Pattern Completion: Self-supervised Controllable Generation

Zhiqiang Chen, Guofan Fan, Jinying Gao, Lei Ma, Bo Lei, Tiejun Huang, Shan Yu

arXiv preprint

2024

ShapeMamba-EM: Fine-Tuning Foundation Model with Local Shape Descriptors and Mamba Blocks for 3D EM Image Segmentation

Ruohua Shi, Qiufan Pang, Lei Ma, Lingyu Duan, Tiejun Huang, Tingting Jiang

arXiv preprint

2024

Retrospective for the Dynamic Sensorium Competition for predicting large-scale mouse primary visual cortex activity from videos

Polina Turishcheva, Paul G. Fahey, Michaela Vystrčilová, Laura Hansel, Rachel Froebe, Kayla Ponder, Yongrong Qiu, Konstantin F. Willeke, Mohammad Bashiri, Ruslan Baikulov, Yu Zhu, Lei Ma, Shan Yu, Tiejun Huang, Bryan M. Li, Wolf De Wulf, Nina Kudryashova, Matthias H. Hennig, Nathalie L. Rochefort, Arno Onken, Eric Wang, Zhiwei Ding, Andreas S. Tolias, Fabian H. Sinz, Alexander S Ecker

arXiv preprint

2024

Learning to Robustly Reconstruct Low-light Dynamic Scenes from Spike Streams

Liwen Hu, Ziluo Ding, Mianzhi Liu, Lei Ma, Tiejun Huang

arXiv preprint

2024

PromptCharm: Text-to-Image Generation through Multi-modal Prompting and Refinement

Zhijie Wang, Yuheng Huang, Da Song, Lei Ma, Tianyi Zhang

arXiv preprint

DOI

2024

m2mKD: Module-to-Module Knowledge Distillation for Modular Transformers

Ka Man Lo, Yiming Liang, Wenyu Du, Yuantao Fan, Zili Wang, Wenhao Huang, Lei Ma, Jie Fu

arXiv preprint

2024

MORTAR: A Model-based Runtime Action Repair Framework for AI-enabled Cyber-Physical Systems

Renzhi Wang, Zhehua Zhou, Jiayang Song, Xuan Xie, Xiaofei Xie, Lei Ma

arXiv preprint

2024

Online Safety Analysis for LLMs: a Benchmark, an Assessment, and a Path Forward

Xuan Xie, Jiayang Song, Zhehua Zhou, Yuheng Huang, Da Song, Lei Ma

arXiv preprint

2024

GenSafe: A Generalizable Safety Enhancer for Safe Reinforcement Learning Algorithms Based on Reduced Order Markov Decision Process Model

Zhehua Zhou, Xuan Xie, Jiayang Song, Zhan Shu, Lei Ma

arXiv preprint

DOI

2024

MAGIC: Mastering Physical Adversarial Generation in Context through Collaborative LLM Agents

Yun Xing, Nhat Chung, Jie Zhang, Yue Cao, Ivor Tsang, Yang Liu, Lei Ma, Qing Guo

arXiv preprint

2024

VLATest: Testing and Evaluating Vision-Language-Action Models for Robotic Manipulation

Zhijie Wang, Zhehua Zhou, Jiayang Song, Yuheng Huang, Zhan Shu, Lei Ma

arXiv preprint

DOI

2024

Large Language Models for Automated Web-Form-Test Generation: An Empirical Study

Tao Li, Chenhui Cui, Rubing Huang, Dave Towey, Lei Ma

arXiv preprint

DOI

2024

A Survey on Web Application Testing: Over a Decade of Evolution

Tao Li, Chenhui Cui, Zhengdong Huang, Rubing Huang, Dave Towey, Lei Ma, Yuan-Fang Li, Wen Xia

arXiv preprint

2024

Splats in Splats: Robust and Effective 3D Steganography towards Gaussian Splatting

Yijia Guo, Wenkai Huang, Yang Li, Gaolei Li, Hang Zhang, Liwen Hu, Jianhua Li, Tiejun Huang, Lei Ma

arXiv preprint

2023

LUNA: A Model-Based Universal Analysis Framework for Large Language Models

Da Song, Xuan Xie, Jiayang Song, Derui Zhu, Yuheng Huang, Felix Juefei-Xu, Lei Ma

arXiv preprint

2023

Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Yuheng Huang, Jiayang Song, Zhijie Wang, Shengming Zhao, Huaming Chen, Felix Juefei-Xu, Lei Ma

arXiv preprint

DOI

2023

ASTER: Automatic Speech Recognition System Accessibility Testing for Stutterers

Yi Liu, Yuekang Li, Gelei Deng, Felix Juefei-Xu, Yao Du, Cen Zhang, Chengwei Liu, Yeting Li, Lei Ma, Yang Liu

arXiv preprint

2023

Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization

Yibing Liu, Chris Xing Tian, Haoliang Li, Lei Ma, Shiqi Wang

arXiv preprint

2023

Active Code Learning: Benchmarking Sample-Efficient Training of Code Models

Qiang Hu, Yuejun Guo, Xiaofei Xie, Maxime Cordy, Lei Ma, Mike Papadakis, Yves Le Traon

arXiv preprint

2023

Med-UniC: Unifying Cross-Lingual Medical Vision-Language Pre-Training by Diminishing Bias

Zhongwei Wan, Che Liu, Mi Zhang, Jie Fu, Benyou Wang, Sibo Cheng, Lei Ma, César Quilodrán-Casas, Rossella Arcucci

arXiv preprint

2023

Code Ownership in Open-Source AI Software Security

Jiawen Wen, Dong Yuan, Lei Ma, Huaming Chen

arXiv preprint

2023

T3D: Advancing 3D Medical Vision-Language Pre-training by Learning Multi-View Visual Consistency

Che Liu, Cheng Ouyang, Yinda Chen, Cesar César Quilodrán-Casas, Lei Ma, Jie Fu, Yike Guo, Anand Shah, Wenjia Bai, Rossella Arcucci

arXiv preprint

2023

GEmo-CLAP: Gender-Attribute-Enhanced Contrastive Language-Audio Pretraining for Accurate Speech Emotion Recognition

Yu Pan, Yanni Hu, Yuguang Yang, Wen Fei, Jixun Yao, Heng Lu, Lei Ma, Jianjun Zhao

arXiv preprint

2023

MSAC: Multiple Speech Attribute Control Method for Reliable Speech Emotion Recognition

Yu Pan, Yuguang Yang, Yuheng Huang, Jixun Yao, Jingjing Yin, Yanni Hu, Heng Lu, Lei Ma, Jianjun Zhao

arXiv preprint

2023

AutoRepair: Automated Repair for AI-Enabled Cyber-Physical Systems under Safety-Critical Conditions

Deyun Lyu, Jiayang Song, Zhenya Zhang, Zhijie Wang, Tianyi Zhang, Lei Ma, Jianjun Zhao

arXiv preprint

2023

Do Large Language Models Pay Similar Attention Like Human Programmers When Generating Code?

Bonan Kou, Shengmai Chen, Zhijie Wang, Lei Ma, Tianyi Zhang

arXiv preprint

DOI

2023

PathoDuet: Foundation Models for Pathological Slide Analysis of H&E and IHC Stains

Shengyi Hua, Fang Yan, Tianle Shen, Lei Ma, Xiaofan Zhang

arXiv preprint

2023

Mitigating Communication Costs in Neural Networks: The Role of Dendritic Nonlinearity

Xundong Wu, Pengfei Zhao, Zilin Yu, Lei Ma, Ka-Wa Yip, Huajin Tang, Gang Pan, Poirazi Panayiota, Tiejun Huang

arXiv preprint

2023

HYBRIDFORMER: improving SqueezeFormer with hybrid attention and NSR mechanism

Yuguang Yang, Yu Pan, Jingjing Yin, Jiangyu Han, Lei Ma, Heng Lu

arXiv preprint

2023

Structure-aware registration network for liver DCE-CT images

Peng Xue, Jingyang Zhang, Lei Ma, Mianxin Liu, Yuning Gu, Jiawei Huang, Feihong Liua, Yongsheng Pan, Xiaohuan Cao, Dinggang Shen

arXiv preprint

2023

Self-Refined Large Language Model as Automated Reward Function Designer for Deep Reinforcement Learning in Robotics

Jiayang Song, Zhehua Zhou, Jiawei Liu, Chunrong Fang, Zhan Shu, Lei Ma

arXiv preprint

2023

ISR-LLM: Iterative Self-Refined Large Language Model for Long-Horizon Sequential Task Planning

Zhehua Zhou, Jiayang Song, Kunpeng Yao, Zhan Shu, Lei Ma

arXiv preprint

2023

Benchmarking Robustness of AI-Enabled Multi-sensor Fusion Systems: Challenges and Opportunities

Xinyu Gao, Zhijie Wang, Yang Feng, Lei Ma, Zhenyu Chen, Baowen Xu

arXiv preprint

DOI

2023

Evading DeepFake Detectors via Adversarial Statistical Consistency

Yang Hou, Qing Guo, Yihao Huang, Xiaofei Xie, Lei Ma, Jianjun Zhao

arXiv preprint

2023

Mosaic: Model-based Safety Analysis Framework for AI-enabled Cyber-Physical Systems

Xuan Xie, Jiayang Song, Zhehua Zhou, Fuyuan Zhang, Lei Ma

arXiv preprint

2023

Towards Building AI-CPS with NVIDIA Isaac Sim: An Industrial Benchmark and Case Study for Robotics Manipulation

Zhehua Zhou, Jiayang Song, Xuan Xie, Zhan Shu, Lei Ma, Dikai Liu, Jianxiong Yin, Simon See

arXiv preprint

DOI

2023

Unsupervised Optical Flow Estimation with Dynamic Timing Representation for Spike Camera

Lujie Xia, Ziluo Ding, Rui Zhao, Jiyuan Zhang, Lei Ma, Zhaofei Yu, Tiejun Huang, Ruiqin Xiong

arXiv preprint

2023

Spike Stream Denoising via Spike Camera Simulation

Liwen hu, Lei Ma, Zhaofei Yu, Boxin Shi, Tiejun Huang

arXiv preprint

2023

NiCro: Purely Vision-based, Non-intrusive Cross-Device and Cross-Platform GUI Testing

Mulong Xie, Jiaming Ye, Zhenchang Xing, Lei Ma

arXiv preprint

2023

DeepSeer: Interactive RNN Explanation and Debugging via State Abstraction

Zhijie Wang, Yuheng Huang, Da Song, Lei Ma, Tianyi Zhang

arXiv preprint

DOI

2023

SynFundus-1M: A High-quality Million-scale Synthetic fundus images Dataset with Fifteen Types of Annotation

Fangxin Shang, Jie Fu, Yehui Yang, Haifeng Huang, Junwei Liu, Lei Ma

arXiv preprint

2023

Domain Generalization of 3D Object Detection by Density-Resampling

Shuangzhi Li, Lei Ma, Xingyu Li

arXiv preprint

2023

Neural Episodic Control with State Abstraction

Zhuo Li, Derui Zhu, Yujing Hu, Xiaofei Xie, Lei Ma, Yan Zheng, Yan Song, Yingfeng Chen, Jianjun Zhao

arXiv preprint

2023

DeepLens: Interactive Out-of-distribution Data Detection in NLP Models

Da Song, Zhijie Wang, Yuheng Huang, Lei Ma, Tianyi Zhang

arXiv preprint

DOI

2022

NPC: Neuron Path Coverage via Characterizing Decision Logic of Deep Neural Networks

Xiaofei Xie, Tianlin Li, Jian Wang, Lei Ma, Qing Guo, Felix Juefei-Xu, Yang Liu

arXiv preprint

2022

Uncertainty-Aware Cascaded Dilation Filtering for High-Efficiency Deraining

Qing Guo, Jingyang Sun, Felix Juefei-Xu, Lei Ma, Di Lin, Wei Feng, Song Wang

arXiv preprint

2022

Towards Benchmarking GUI Compatibility Testing on Mobile Applications

Jiaming Ye, Mulong Xie, Siyuan Chen, Fuyuan Zhang, Lei Ma, Zhenchang Xing, Jianjun Zhao

arXiv preprint

2022

FAF: A novel multimodal emotion recognition approach integrating face, body and text

Zhongyu Fang, Aoyun He, Qihui Yu, Baopeng Gao, Weiping Ding, Tong Zhang, Lei Ma

arXiv preprint

2022

A Survey on Automated Driving System Testing: Landscapes and Trends

Shuncheng Tang, Zhenya Zhang, Yi Zhang, Jixiang Zhou, Yan Guo, Shuang Liu, Shengjian Guo, Yan-Fu Li, Lei Ma, Yinxing Xue, Yang Liu

arXiv preprint

2022

CodeS: Towards Code Model Generalization Under Distribution Shift

Qiang Hu, Yuejun Guo, Xiaofei Xie, Maxime Cordy, Lei Ma, Mike Papadakis, Yves Le Traon

arXiv preprint

2022

Learning towards Synchronous Network Memorizability and Generalizability for Continual Segmentation across Multiple Sites

Jingyang Zhang, Peng Xue, Ran Gu, Yuning Gu, Mianxin Liu, Yongsheng Pan, Zhiming Cui, Jiawei Huang, Lei Ma, Dinggang Shen

arXiv preprint

2022

Uncertainty Guided Depth Fusion for Spike Camera

Jianing Li, Jiaming Liu, Xiaobao Wei, Jiyuan Zhang, Ming Lu, Lei Ma, Li Du, Tiejun Huang, Shanghang Zhang

arXiv preprint

2022

A Robust Visual Sampling Model Inspired by Receptive Field

Liwen Hu, Lei Ma, Dawei Weng, Tiejun Huang

arXiv preprint

2022

An Exploratory Study of AI System Risk Assessment from the Lens of Data Distribution and Uncertainty

Zhijie Wang, Yuheng Huang, Lei Ma, Haruki Yokoyama, Susumu Tokumoto, Kazuki Munakata

arXiv preprint

2022

An Empirical Study of AI Techniques in Mobile Applications

Yinghua Li, Xueqi Dang, Haoye Tian, Tiezhu Sun, Zhijie Wang, Lei Ma, Jacques Klein, Tegawendé F. Bissyandé

arXiv preprint

2022

1000x Faster Camera and Machine Vision with Ordinary Devices

Tiejun Huang, Yajing Zheng, Zhaofei Yu, Rui Chen, Yuan Li, Ruiqin Xiong, Lei Ma, Junwei Zhao, Siwei Dong, Lin Zhu, Jianing Li, Shanshan Jia, Yihua Fu, Boxin Shi, Si Wu, Yonghong Tian

arXiv preprint

DOI

2022

Aries: Efficient Testing of Deep Neural Networks via Labeling-Free Accuracy Estimation

Qiang Hu, Yuejun Guo, Xiaofei Xie, Maxime Cordy, Lei Ma, Mike Papadakis, Yves Le Traon

arXiv preprint

2022

DARTSRepair: Core-failure-set Guided DARTS for Network Robustness to Common Corruptions

Xuhong Ren, Jianlang Chen, Felix Juefei-Xu, Wanli Xue, Qing Guo, Lei Ma, Jianjun Zhao, Shengyong Chen

arXiv preprint

DOI

2022

Decompiling x86 Deep Neural Network Executables

Zhibo Liu, Yuanyuan Yuan, Shuai Wang, Xiaofei Xie, Lei Ma

arXiv preprint

2022

Common Corruption Robustness of Point Cloud Detectors: Benchmark and Enhancement

Shuangzhi Li, Zhijie Wang, Felix Juefei-Xu, Qing Guo, Xingyu Li, Lei Ma

arXiv preprint

2021

When Cyber-Physical Systems Meet AI: A Benchmark, an Evaluation, and a Way Forward

Jiayang Song, Deyun Lyu, Zhenya Zhang, Zhijie Wang, Tianyi Zhang, Lei Ma

arXiv preprint

DOI

2021

Optical Flow Estimation for Spiking Camera

Liwen Hu, Rui Zhao, Ziluo Ding, Lei Ma, Boxin Shi, Ruiqin Xiong, Tiejun Huang

arXiv preprint

2021

Learning to Adversarially Blur Visual Object Tracking

Qing Guo, Ziyi Cheng, Felix Juefei-Xu, Lei Ma, Xiaofei Xie, Yang Liu, Jianjun Zhao

arXiv preprint

2021

ArchRepair: Block-Level Architecture-Oriented Repairing for Deep Neural Networks

Hua Qi, Zhijie Wang, Qing Guo, Jianlang Chen, Felix Juefei-Xu, Lei Ma, Jianjun Zhao

arXiv preprint

2021

Identifying Bug Patterns in Quantum Programs

Pengzhan Zhao, Jianjun Zhao, Lei Ma

arXiv preprint

2021

PatchCensor: Patch Robustness Certification for Transformers via Exhaustive Testing

Yuheng Huang, Lei Ma, Yuanchun Li

arXiv preprint

DOI

2021

GraphSearchNet: Enhancing GNNs via Capturing Global Dependencies for Semantic Code Search

Shangqing Liu, Xiaofei Xie, Jingkai Siow, Lei Ma, Guozhu Meng, Yang Liu

arXiv preprint

2021

A Search-Based Testing Framework for Deep Neural Networks of Source Code Embedding

Maryam Vahdat Pour, Zhuo Li, Lei Ma, Hadi Hemmati

arXiv preprint

2021

CarveNet: Carving Point-Block for Complex 3D Shape Completion

Qing Guo, Zhijie Wang, Felix Juefei-Xu, Di Lin, Lei Ma, Wei Feng, Yang Liu

arXiv preprint

2021

Automatic Web Testing using Curiosity-Driven Reinforcement Learning

Yan Zheng, Yi Liu, Xiaofei Xie, Yepang Liu, Lei Ma, Jianye Hao, Yang Liu

arXiv preprint

2021

AdvFilter: Predictive Perturbation-aware Filtering against Adversarial Attack via Multi-domain Learning

Yihao Huang, Qing Guo, Felix Juefei-Xu, Lei Ma, Weikai Miao, Yang Liu, Geguang Pu

arXiv preprint

2020

Generating Adversarial Examples with Controllable Non-transferability

Renzhi Wang, Tianwei Zhang, Xiaofei Xie, Lei Ma, Cong Tian, Felix Juefei-Xu, Yang Liu

arXiv preprint

2020

DeepSonar: Towards Effective and Robust Detection of AI-Synthesized Fake Voices

Run Wang, Felix Juefei-Xu, Yihao Huang, Qing Guo, Xiaofei Xie, Lei Ma, Yang Liu

arXiv preprint

2020

Watch out! Motion is Blurring the Vision of Your Deep Neural Networks

Qing Guo, Felix Juefei-Xu, Xiaofei Xie, Lei Ma, Jian Wang, Bing Yu, Wei Feng, Yang Liu

arXiv preprint

2020

Stealthy and Efficient Adversarial Attacks against Deep Reinforcement Learning

Jianwen Sun, Tianwei Zhang, Xiaofei Xie, Lei Ma, Yan Zheng, Kangjie Chen, Yang Liu

arXiv preprint

2020

EfficientDeRain: Learning Pixel-wise Dilation Filtering for High-Efficiency Single-Image Deraining

Qing Guo, Jingyang Sun, Felix Juefei-Xu, Lei Ma, Xiaofei Xie, Wei Feng, Yang Liu

arXiv preprint

2020

FakePolisher: Making DeepFakes More Detection-Evasive by Shallow Reconstruction

Yihao Huang, Felix Juefei-Xu, Run Wang, Qing Guo, Lei Ma, Xiaofei Xie, Jianwen Li, Weikai Miao, Yang Liu, Geguang Pu

arXiv preprint

2020

Adversarial Rain Attack and Defensive Deraining for DNN Perception

Liming Zhai, Felix Juefei-Xu, Qing Guo, Xiaofei Xie, Lei Ma, Wei Feng, Shengchao Qin, Yang Liu

arXiv preprint

2020

Byzantine-resilient Decentralized Stochastic Gradient Descent

Shangwei Guo, Tianwei Zhang, Han Yu, Xiaofei Xie, Lei Ma, Tao Xiang, Yang Liu

arXiv preprint

2020

DeepRepair: Style-Guided Repairing for DNNs in the Real-world Operational Environment

Bing Yu, Hua Qi, Qing Guo, Felix Juefei-Xu, Xiaofei Xie, Lei Ma, Jianjun Zhao

arXiv preprint

2020

DeepRhythm: Exposing DeepFakes with Attentional Visual Heartbeat Rhythms

Hua Qi, Qing Guo, Felix Juefei-Xu, Xiaofei Xie, Lei Ma, Wei Feng, Yang Liu, Jianjun Zhao

arXiv preprint

2019

FakeSpotter: A Simple yet Robust Baseline for Spotting AI-Synthesized Fake Faces

Run Wang, Felix Juefei-Xu, Lei Ma, Xiaofei Xie, Yihao Huang, Jian Wang, Yang Liu

arXiv preprint

2019

SPARK: Spatial-aware Online Incremental Attack Against Visual Tracking

Qing Guo, Xiaofei Xie, Felix Juefei-Xu, Lei Ma, Zhongguo Li, Wanli Xue, Wei Feng, Yang Liu

arXiv preprint

2019

Vulpedia: Detecting Vulnerable Ethereum Smart Contracts via Abstracted Vulnerability Signatures

Jiaming Ye, Mingliang Ma, Yun Lin, Lei Ma, Yinxing Xue, Jianjun Zhao

arXiv preprint

DOI

2019

Oracle-Supported Dynamic Exploit Generation for Smart Contracts

Haijun Wang, Yi Li, Shang-Wei Lin, Cyrille Artho, Lei Ma, Yang Liu

arXiv preprint

2019

Amora: Black-box Adversarial Morphing Attack

Run Wang, Felix Juefei-Xu, Qing Guo, Yihao Huang, Xiaofei Xie, Lei Ma, Yang Liu

arXiv preprint

2019

Hierarchy Neighborhood Discriminative Hashing for An Unified View of Single-Label and Multi-Label Image retrieval

Lei Ma, Hongliang Li, Qingbo Wu, Fanman Meng, King Ngi Ngan

arXiv preprint

2018

DeepGauge: Multi-Granularity Testing Criteria for Deep Learning Systems

Lei Ma, Felix Juefei-Xu, Fuyuan Zhang, Jiyuan Sun, Minhui Xue, Bo Li, Chunyang Chen, Ting Su, Li Li, Yang Liu, Jianjun Zhao, Yadong Wang

arXiv preprint

DOI

2018

DeepHunter: Hunting Deep Neural Network Defects via Coverage-Guided Fuzzing

Xiaofei Xie, Lei Ma, Felix Juefei-Xu, Hongxu Chen, Minhui Xue, Bo Li, Yang Liu, Jianjun Zhao, Jianxiong Yin, Simon See

arXiv preprint

2018

DeepMutation: Mutation Testing of Deep Learning Systems

Lei Ma, Fuyuan Zhang, Jiyuan Sun, Minhui Xue, Bo Li, Felix Juefei-Xu, Chao Xie, Li Li, Yang Liu, Jianjun Zhao, Yadong Wang

arXiv preprint

2018

Secure Deep Learning Engineering: A Software Quality Assurance Perspective

Lei Ma, Felix Juefei-Xu, Minhui Xue, Qiang Hu, Sen Chen, Bo Li, Yang Liu, Jianjun Zhao, Jianxiong Yin, Simon See

arXiv preprint

2018

DeepLaser: Practical Fault Attack on Deep Neural Networks

Jakub Breier, Xiaolu Hou, Dirmanto Jap, Lei Ma, Shivam Bhasin, Yang Liu

arXiv preprint

精选作品

期刊论文

基于YOLOv5和UNet++深度学习方法的岩体裂隙智能定位与识别

联邦学习中基于数据选择的模型修复方法研究

基于CARLA仿真的端到端自动驾驶算法综述

自动驾驶综合仿真平台的现状与展望

Unsupervised deep hashing based on multi-scale aggregation and optimal transport matching for image retrieval

Composed Multi-modal Video Hashing based on Specific and Shared Encoders with Temporal-Masking Network

RAMPSNet: A Rotation-Aware Multigranularity Polarimetric Spatial Network for PolSAR Image Classification

PathOrchestra: a comprehensive foundation model for computational pathology with over 100 diverse clinical-grade tasks

基于深度学习的疲劳驾驶检测系统及应用

基于LSTM和海图约束的舰船航迹预测方法

跨尺度生物成像与整合生物学:值多模态跨尺度生物医学成像设施通过国家验收之际

Optimal Transport Quantization Based on Cross-X Semantic Hypergraph Learning for Fine-Grained Image Retrieval

Progressive Learning-Based Jitter Distortion Correction for Remote Sensing Images of Time Delay and Integration Camera

YOLOv5-LR：一种遥感影像旋转目标检测模型

融合图像显著性特征的轻量级目标检测算法

DSTCFuse: A Method based on Dual-cycled Cross-awareness of Structure Tensor for Semantic Segmentation via Infrared and Visible Image Fusion

Logit Variated Product Quantization Based on Parts Interaction and Metric Learning With Knowledge Distillation for Fine-Grained Image Retrieval

Generative Adversarial Network-Based Jitter Distortion Correction for High Resolution Spaceborne Images

WDTSNet: Wavelet Decomposition Two-Stage Network for Infrared Thermal Radiation Effect Correction

A 3-D Convolutional Vision Transformer for PolSAR Image Classification and Change Detection

稀疏样本条件下的舰船舷号检测与识别

基于深度学习和双目视觉的汽车防碰撞预警系统研究

Deep Progressive Asymmetric Quantization Based on Causal Intervention for Fine-Grained Image Retrieval

DDABNet: a dense Do-conv residual network with multisupervision and mixed attention for image deblurring

Complementary Parts Contrastive Learning for Fine-Grained Weakly Supervised Object Co-Localization

Multi-features combinatorial optimization for keyframe extraction

Joint ordinal regression and multiclass classification for diabetic retinopathy grading with transformers and CNNs fusion network

基于岩石图像深度学习的多尺度岩性识别

脉冲视觉研究进展

Scribble-attention hierarchical network for weakly supervised salient object detection in optical remote sensing images

Question-Driven Multiple Attention(DQMA) Model for Visual Question Answer

Infrared Image Generation Algorithm Based on GAN and contrastive learning

Reliable metrics‐based linear regression model for multilevel privacy measurement of face instances

Multi-source weakly supervised salient object detection via boosting weak-annotation source and constraining object structure

Spatially adaptive multi-scale image enhancement based on nonsubsampled contourlet transform

Progressive Attention-Based Feature Recovery With Scribble Supervision for Saliency Detection in Optical Remote Sensing Image

PolSAR-SSN: An End-to-End Superpixel Sampling Network for PolSAR Image Classification

Learning discrete class-specific prototypes for deep semantic hashing

The extraction of pixel-wise visual multi-cues for AHP-based privacy measurement

Fine-grained Visual Classification by Progressive Training via Jigsaw Puzzle Permutation Learning

基于Mask R-CNN算法的遥感图像处理技术及其应用

Bounding Box Repairing Algorithm for Underwater Object Detection Based on IoU Optimization

Blind natural image deblurring with edge preservation based on L0-regularized gradient prior

Simultaneous denoising and enhancement for X-ray angiograms by employing spatial-frequency filter

Correlation Filtering-Based Hashing for Fine-Grained Image Retrieval

Discriminative deep metric learning for asymmetric discrete hashing

基于深度学习的电力大数据融合与异常检测方法

光学遥感图像舰船目标检测与识别综述

一种基于蒙特卡罗方法的小目标视觉跟踪算法

预印本

MAADBench: The Refreshable Paradigm for Anomaly Detection in Multi-Agent Systems

KRONE: Scalable LLM-Augmented Log Anomaly Detection via Hierarchical Abstraction

Detect, Localize, and Explain: Interactive Hierarchical Log Anomaly Analytics with LLM Augmentation

CAST: Non-Privileged Clipped Asymmetric Self-Teaching with Advantage Flipping for GRPO

Splats in Splats++: Robust and Generalizable 3D Gaussian Splatting Steganography

LiteTex-GS: Fast and Lightweight Texturing for Gaussian Splatting

An Extensive Empirical Study on Evaluation Metrics for Combinatorial Interaction Testing

Supply-Chain Poisoning Attacks Against LLM Coding Agent Skill Ecosystems

Code-MUE: Measuring Code LLMs' Uncertainty through Execution-based Semantic Interaction Graphs

SameFact: The Same Safety Facts Lead to Different Responses Across Interfaces

SSDAU: Structured Semantic Data Augmentation for Joint Entity and Relation Extraction

LLM-Assisted Model-Based GUI Testing for Vue.js Web Applications

Empirical Insights of Test Selection Metrics under Multiple Testing Objectives and Distribution Shifts

ModalPatch: A Plug-and-Play Module for Robust Multi-Modal 3D Object Detection under Modality Drop

FiSeR: Fine-Grained Source Representations for Cross-Domain AI Image Detection

How Your Credentials Are Leaked by LLM Agent Skills: An Empirical Study

SaplingGuard: A Multidimensional-Profile-Aware Multi-Agent Guardrail for Developmentally Safe Adolescent-LLM Interaction

Conditioned in Training, Dispensable at Inference: Typological Conditioning for Multilingual Speech Translation

Purpose IR: Compiling User Purpose for Privacy-Preserving Agent Workflow State

From Conflicts to Collisions: A Two-Stage Collision Scenario-Testing Approach for Autonomous Driving Systems

"Allow" to Achieve, Over-Privileged Inadvertently: The Unintended Cost of Task-Completion-Driven Pop-up Decisions in Mobile GUI Agents

Diagnosing On-Policy Self-Distillation for Reasoning Language Models

ARGOS: Automated Functional Safety Requirement Synthesis for Embodied AI via Attribute-Guided Combinatorial Reasoning

Evaluating Implicit Regulatory Compliance in LLM Tool Invocation via Logic-Guided Synthesis

CACR:Reinforcing Temporal Answer Grounding in Instructional Video via Candidate-Aware Causal Reasoning

Training-Free Representation Guidance for Diffusion Models with a Representation Alignment Projector

Offline-Online Hierarchical 3D Global Relocalization With Synthetic LiDAR Sensing and Descriptor-Space Retrieval

NARU: A Benchmark for NARrative Evolution and Cultural Nuance Understanding in Japanese Extreme Long Video