Yuheng Huang

According to our database, Yuheng Huang authored at least 37 papers between 2022 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Drivence: Realistic Driving Sequence Synthesis for Testing Multi-Sensor Fusion Perception Systems.

Xinyu Gao, Zhijie Wang, Yang Feng, Chaolan Wang, Zhehua Zhou, Yuheng Huang, Lei Ma, Zhenyu Chen, Baowen Xu

IEEE Trans. Software Eng., April, 2026

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

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

ACM Trans. Softw. Eng. Methodol., March, 2026

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

IEEE Trans. Artif. Intell., March, 2026

CAM: A Causality-based Analysis Framework for Multi-Agent Code Generation Systems.

Zongyi Lyu, Zhenlan Ji, Songqiang Chen, Liwen Wang, Yuheng Huang, Shuai Wang, Shing-Chi Cheung

CoRR, February, 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

CoRR, January, 2026

LeCov: Multi-level testing criteria for large language models.

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

J. Syst. Softw., 2026

2025

Evaluating LLMs on Sequential API Call Through Automated Test Generation.

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

CoRR, July, 2025

Foundation Models for Autonomous Driving System: An Initial Roadmap.

Xiongfei Wu, Mingfei Cheng, Qiang Hu, Jianlang Chen, Yuheng Huang, Manabu Okada, Michio Hayashi, Tomoyuki Tsuchiya, Xiaofei Xie, Lei Ma

CoRR, April, 2025

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

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

IEEE Trans. Software Eng., February, 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

CoRR, January, 2025

Evaluation and Improvement of Test Selection for Large Language Models.

Lili Quan, Jin Wen, Qiang Hu, Maxime Cordy, Yuheng Huang, Lei Ma, Xiaohong Li

J. Softw. Evol. Process., 2025

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

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

Proc. ACM Softw. Eng., 2025

Risk Assessment Framework for Code LLMs via Leveraging Internal States.

Yuheng Huang, Lei Ma, Keizaburo Nishikino, Takumi Akazaki

Proceedings of the 33rd ACM International Conference on the Foundations of Software Engineering, 2025

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

Proceedings of the Findings of the Association for Computational Linguistics: NAACL 2025, Albuquerque, New Mexico, USA, April 29, 2025

Multilingual Blending: Large Language Model Safety Alignment Evaluation with Language Mixture.

Jiayang Song, Yuheng Huang, Zhehua Zhou, Lei Ma

Proceedings of the Findings of the Association for Computational Linguistics: NAACL 2025, Albuquerque, New Mexico, USA, April 29, 2025

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

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

Proceedings of the 40th IEEE/ACM International Conference on Automated Software Engineering, 2025

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

Proceedings of the 47th IEEE/ACM International Conference on Software Engineering, 2025

Are LLMs Correctly Integrated into Software Systems?

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

Proceedings of the 47th IEEE/ACM International Conference on Software Engineering, 2025

2024

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

IEEE Trans. Software Eng., July, 2024

Generation-based Differential Fuzzing for Deep Learning Libraries.

Jiawei Liu, Yuheng Huang, Zhijie Wang, Lei Ma, Chunrong Fang, Mingzheng Gu, Xufan Zhang, Zhenyu Chen

ACM Trans. Softw. Eng. Methodol., February, 2024

Towards Understanding Retrieval Accuracy and Prompt Quality in RAG Systems.

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

CoRR, 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

CoRR, 2024

Towards Testing and Evaluating Vision-Language-Action Models for Robotic Manipulation: An Empirical Study.

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

CoRR, 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

CoRR, 2024

Active Testing of Large Language Model via Multi-Stage Sampling.

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

CoRR, 2024

Multilingual Blending: LLM Safety Alignment Evaluation with Language Mixture.

Jiayang Song, Yuheng Huang, Zhehua Zhou, Lei Ma

CoRR, 2024

Vortex under Ripplet: An Empirical Study of RAG-enabled Applications.

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

CoRR, 2024

Where Do Large Language Models Fail When Generating Code?

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

CoRR, 2024

Enhancing Fault Detection for Large Language Models via Mutation-Based Confidence Smoothing.

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

CoRR, 2024

GMP-TL: Gender-Augmented Multi-Scale Pseudo-Label Enhanced Transfer Learning For Speech Emotion Recognition.

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

Proceedings of the IEEE Spoken Language Technology Workshop, 2024

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

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

Proceedings of the CHI Conference on Human Factors in Computing Systems, 2024

2023

PatchCensor: Patch Robustness Certification for Transformers via Exhaustive Testing.

Yuheng Huang, Lei Ma, Yuanchun Li

ACM Trans. Softw. Eng. Methodol., November, 2023

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

Yuheng Huang, Jiayang Song, Zhijie Wang, Huaming Chen, Lei Ma

CoRR, 2023

When Simulator Meets Natural Deviation: A Study on Deviations in Simulation-based ADS Testing.

Renzhi Wang, Zhijie Wang, Yuheng Huang, Lei Ma

Proceedings of the 34th IEEE International Symposium on Software Reliability Engineering, ISSRE 2023, 2023

DeepSeer: Interactive RNN Explanation and Debugging via State Abstraction.

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

Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems, 2023

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

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

Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems, 2023

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

CoRR, 2022