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2025

Design Process for Retrieval Augmented Generation SystemsXiwei Xu 0001, Dawen Zhang, Wenjie Zhang 0001, Qinghua Lu 0001, Liming Zhu 0001. icsa 2025: 482-487 [doi]

An Extended Pattern Collection for Blockchain-Based ApplicationsXiwei Xu 0001, Cesare Pautasso, Sin Kuang Lo, Liming Zhu 0001, Qinghua Lu 0001, Ingo Weber. tplop, 5:67-117, 2025. [doi]

Agent design pattern catalogue: A collection of architectural patterns for foundation model based agentsYue Liu 0010, Sin Kit Lo, Qinghua Lu 0001, Liming Zhu 0001, Dehai Zhao, Xiwei Xu 0001, Stefan Harrer, Jon Whittle 0001. jss, 220:112278, 2025. [doi]

Architectural patterns for designing quantum artificial intelligence systemsMykhailo V. Klymenko, Thong Hoang, Xiwei Xu 0001, Zhenchang Xing, Muhammad Usman 0009, Qinghua Lu 0001, Liming Zhu 0001. jss, 227:112456, 2025. [doi]

QB4AIRA: A Question Bank for Responsible AI Risk AssessmentSung Une Lee, Harsha Perera, Boming Xia, Yue Liu 0010, Qinghua Lu 0001, Liming Zhu 0001, Olivier Salvado, Jon Whittle 0001. IEEE Software, 42(3):115-124, May - June 2025. [doi]

Blockchain-Empowered Trustworthy Data Sharing: Fundamentals, Applications, and ChallengesLinh T. Nguyen, Lam Duc Nguyen, Thong Hoang, Herath Mudiyanselage Nelanga Dilum Bandara, Qin Wang 0008, Qinghua Lu 0001, Xiwei Xu 0001, Liming Zhu 0001, Shiping Chen 0001. ACM Comput. Surv., 57(8), August 2025. [doi]

Swiss Cheese Model for AI Safety: A Taxonomy and Reference Architecture for Multi-Layered Guardrails of Foundation Model Based AgentsMd. Shamsujjoha, Qinghua Lu 0001, Dehai Zhao, Liming Zhu 0001. icsa 2025: 37-48 [doi]

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road AheadYanqi Su, Zhenchang Xing, Chong Wang 0013, Chunyang Chen 0001, Xiwei Xu 0001, Qinghua Lu 0001, Liming Zhu 0001. pacmse, 2(FSE):757-778, 2025. [doi]

Privacy Bills of Materials (PriBOM): A Transparent Privacy Information Inventory for Collaborative Privacy Notice Generation in Mobile App DevelopmentZhen Tao, Shidong Pan, Zhenchang Xing, Xiaoyu Sun 0002, Omar Haggag, John C. Grundy, Jingjie Li, Liming Zhu 0001. popets, 2025(4):392-409, 2025. [doi]

Provably Unlearnable Data ExamplesDerui Wang, Minhui Xue 0001, Bo Li 0026, Seyit Camtepe, Liming Zhu 0001. ndss 2025: [doi]

Federated Low-Rank Adaptation for Foundation Models: A SurveyYiyuan Yang, Guodong Long, Qinghua Lu 0001, Liming Zhu 0001, Jing Jiang 0002, Chengqi Zhang. IJCAI 2025: 10779-10787 [doi]

SeeAction: Towards Reverse Engineering How-What-Where of HCI Actions from Screencasts for UI AutomationDehai Zhao, Zhenchang Xing, Qinghua Lu 0001, Xiwei Xu 0001, Liming Zhu 0001. ICSE 2025: 463-475 [doi]

HCVP: Leveraging Hierarchical Contrastive Visual Prompt for Domain GeneralizationGuanglin Zhou, Zhongyi Han, Shiming Chen 0002, Biwei Huang, Liming Zhu 0001, Tongliang Liu, Lina Yao 0001, Kun Zhang 0001. tmm, 27:1142-1152, 2025. [doi]

2024

A Taxonomy of Foundation Model based Systems through the Lens of Software ArchitectureQinghua Lu 0001, Liming Zhu 0001, Xiwei Xu, Yue Liu, Zhenchang Xing, Jon Whittle 0001. cain 2024: 1-6 [doi]

A Pilot Study in Surveying Data Challenges of Automatic Software Engineering TasksLiming Dong 0001, Qinghua Lu 0001, Liming Zhu 0001. sea4dq 2024: 6-11 [doi]

Towards Responsible Generative AI: A Reference Architecture for Designing Foundation Model Based AgentsQinghua Lu 0001, Liming Zhu 0001, Xiwei Xu 0001, Zhenchang Xing, Stefan Harrer, Jon Whittle 0001. icsa 2024: 119-126 [doi]

Toward Responsible AI in the Era of Generative AI: A Reference Architecture for Designing Foundation Model-Based SystemsQinghua Lu 0001, Liming Zhu 0001, Xiwei Xu 0001, Zhenchang Xing, Jon Whittle 0001. IEEE Software, 41(6):91-100, November - December 2024. [doi]

Responsible AI Pattern Catalogue: A Collection of Best Practices for AI Governance and EngineeringQinghua Lu 0001, Liming Zhu 0001, Xiwei Xu 0001, Jon Whittle 0001, Didar Zowghi, Aurelie Jacquet. ACM Comput. Surv., 56(7), July 2024. [doi]

Automated Refactoring of Non-Idiomatic Python Code With Pythonic IdiomsZejun Zhang 0006, Zhenchang Xing, Dehai Zhao, Xiwei Xu 0001, Liming Zhu 0001, Qinghua Lu 0001. TSE, 50(11):2827-2848, November 2024. [doi]

Decentralized Governance-Driven Architecture for Designing Foundation-Model-Based Systems: Exploring the Role of Blockchain in Responsible AIYue Liu 0010, Qinghua Lu 0001, Liming Zhu 0001, Hye-Young Paik. IEEE Software, 41(5):34-42, September - October 2024. [doi]

On the Way to SBOMs: Investigating Design Issues and Solutions in PracticeTingting Bi, Boming Xia, Zhenchang Xing, Qinghua Lu 0001, Liming Zhu 0001. TOSEM, 33(6):149, July 2024. [doi]

Prompt Perturbation in Retrieval-Augmented Generation based Large Language ModelsZhibo Hu, Chen Wang 0008, Yanfeng Shu, Hye-Young Paik, Liming Zhu 0001. kdd 2024: 1119-1130 [doi]

Local Differential Privacy for Smart Meter Data Sharing with Energy DisaggregationYashothara Shanmugarasa, M. A. P. Chamikara, Hye-Young Paik, Salil S. Kanhere, Liming Zhu 0001. dcoss 2024: 1-10 [doi]

Where is it? Tracing the Vulnerability-relevant Files from Vulnerability ReportsJiamou Sun, Jieshan Chen, Zhenchang Xing, Qinghua Lu 0001, Xiwei Xu 0001, Liming Zhu 0001. ICSE 2024: [doi]

Aspect-level Information Discrepancies across Heterogeneous Vulnerability Reports: Severity, Types and Detection MethodsJiamou Sun, Zhenchang Xing, Xin Xia 0001, Qinghua Lu 0001, Xiwei Xu 0001, Liming Zhu 0001. TOSEM, 33(2), February 2024. [doi]

An AI System Evaluation Framework for Advancing AI Safety: Terminology, Taxonomy, Lifecycle MappingBoming Xia, Qinghua Lu 0001, Liming Zhu 0001, Zhenchang Xing. aiware 2024: [doi]

Towards a Responsible AI Metrics Catalogue: A Collection of Metrics for AI AccountabilityBoming Xia, Qinghua Lu 0001, Liming Zhu 0001, Sung Une Lee, Yue Liu, Zhenchang Xing. cain 2024: 100-111 [doi]

Trust in Software Supply Chains: Blockchain-Enabled SBOM and the AIBOM FutureBoming Xia, Dawen Zhang, Yue Liu 0010, Qinghua Lu 0001, Zhenchang Xing, Liming Zhu 0001. icse-encycris 2024: 12-19 [doi]

Attacking Visually-aware Recommender Systems with Transferable and Imperceptible Adversarial StylesShiyi Yang, Chen Wang 0008, Xiwei Xu 0001, Liming Zhu 0001, Lina Yao 0001. CIKM 2024: 2900-2909 [doi]

Privacy and Copyright Protection in Generative AI: A Lifecycle PerspectiveDawen Zhang, Boming Xia, Yue Liu, Xiwei Xu 0001, Thong Hoang, Zhenchang Xing, Mark Staples, Qinghua Lu 0001, Liming Zhu 0001. cain 2024: 92-97 [doi]

Hard to Read and Understand Pythonic Idioms? DeIdiom and Explain Them in Non-Idiomatic Equivalent CodeZejun Zhang, Zhenchang Xing, Dehai Zhao, Qinghua Lu 0001, Xiwei Xu 0001, Liming Zhu 0001. ICSE 2024: [doi]

To be forgotten or to be fair: unveiling fairness implications of machine unlearning methodsDawen Zhang, Shidong Pan, Thong Hoang, Zhenchang Xing, Mark Staples, Xiwei Xu 0001, Lina Yao 0001, Qinghua Lu 0001, Liming Zhu 0001. aiethics, 4(1):83-93, February 2024. [doi]

2023

Software Engineering as the Linchpin of Responsible AILiming Zhu 0001. ICSE 2023: 3-4 [doi]

Operationalizing Responsible AI at Scale: CSIRO Data61's Pattern-Oriented Responsible AI Engineering ApproachQinghua Lu 0001, Liming Zhu 0001, Xiwei Xu 0001, Jon Whittle 0001, Didar Zowghi, Aurelie Jacquet. CACM, 66(7):64-66, July 2023. [doi]

Responsible-AI-by-Design: A Pattern Collection for Designing Responsible Artificial Intelligence SystemsQinghua Lu 0001, Liming Zhu 0001, Xiwei Xu, Jon Whittle 0001. IEEE Software, 40(3):63-71, May - June 2023. [doi]

Software Engineering for Responsible AIQinghua Lu 0001, Liming Zhu 0001, Jon Whittle 0001, James Bret Michael. Computer, 56(4):13-16, April 2023. [doi]

Developing Responsible Chatbots for Financial Services: A Pattern-Oriented Responsible Artificial Intelligence Engineering ApproachQinghua Lu 0001, Yuxiu Luo, Liming Zhu 0001, MingJian Tang 0001, Xiwei Xu 0001, Jon Whittle 0001. expert, 38(6):42-51, November - December 2023. [doi]

A Selection Model of Privacy PatternsSu Yen Chia, Xiwei Xu, Ming Ding 0001, David Smith, Hye-Young Paik, Liming Zhu 0001. icsa 2023: 1-11 [doi]

Software Architecture and Machine Learning (Dagstuhl Seminar 23302)Grace A. Lewis, Henry Muccini, Ipek Ozkaya, Karthik Vaidhyanathan, Roland Weiss, Liming Zhu 0001. dagstuhl-reports, 13(7):166-188, 2023. [doi]

A Pattern-Oriented Reference Architecture for Governance-Driven Blockchain SystemsYue Liu, Qinghua Lu 0001, Guangsheng Yu, Hye-Young Paik, Liming Zhu 0001. icsa 2023: 23-34 [doi]

Decision Models for Selecting Patterns in Governance-driven Blockchain SystemsYue Liu, Qinghua Lu 0001, Hye-Young Paik, Guangsheng Yu, Liming Zhu 0001. blockchain2 2023: 307-314 [doi]

A systematic literature review on blockchain governanceYue Liu, Qinghua Lu 0001, Liming Zhu 0001, Hye-Young Paik, Mark Staples. jss, 197:111576, 2023. [doi]

Toward Trustworthy AI: Blockchain-Based Architecture Design for Accountability and Fairness of Federated Learning SystemsSin Kit Lo, Yue Liu, Qinghua Lu 0001, Chen Wang 0008, Xiwei Xu, Hye-Young Paik, Liming Zhu 0001. iotj, 10(4):3276-3284, February 15 2023. [doi]

A systematic review of federated learning from clients' perspective: challenges and solutionsYashothara Shanmugarasa, Hye-Young Paik, Salil S. Kanhere, Liming Zhu 0001. air, 56(S2):1773-1827, November 2023. [doi]

SoapOperaTG: A Tool for System Knowledge Graph Based Soap Opera Test GenerationYanqi Su, Zheming Han, Zhenchang Xing, Xiwei Xu 0001, Liming Zhu 0001, Qinghua Lu 0001. ICSE 2023: 51-54 [doi]

Silent Vulnerable Dependency Alert Prediction with Vulnerability Key Aspect ExplanationJiamou Sun, Zhenchang Xing, Qinghua Lu 0001, Xiwei Xu 0001, Liming Zhu 0001, Thong Hoang, Dehai Zhao. ICSE 2023: 970-982 [doi]

A Multi-faceted Vulnerability Searching Website Powered by Aspect-level Vulnerability Knowledge GraphJiamou Sun, Zhenchang Xing, Qinghua Lu 0001, Xiwei Xu 0001, Liming Zhu 0001. ICSE 2023: 60-63 [doi]

An Empirical Study on Software Bill of Materials: Where We Stand and the Road AheadBoming Xia, Tingting Bi, Zhenchang Xing, Qinghua Lu 0001, Liming Zhu 0001. ICSE 2023: 2630-2642 [doi]

2AIRA): A Systematic Mapping StudyBoming Xia, Qinghua Lu 0001, Harsha Perera, Liming Zhu 0001, Zhenchang Xing, Yue Liu, Jon Whittle 0001. cain 2023: 104-116 [doi]

Review-Incorporated Model-Agnostic Profile Injection Attacks on Recommender SystemsShiyi Yang, Lina Yao 0001, Chen Wang, Xiwei Xu 0001, Liming Zhu 0001. icdm 2023: 1481-1486 [doi]

Adaptive Resource Scheduling in Permissionless Sharded-Blockchains: A Decentralized Multiagent Deep Reinforcement Learning ApproachGuangsheng Yu, Xu Wang 0004, Wei Ni 0001, Qinghua Lu 0001, Xiwei Xu 0001, Ren Ping Liu, Liming Zhu 0001. tsmc, 53(11):7256-7268, November 2023. [doi]

RIdiom: Automatically Refactoring Non-Idiomatic Python Code with Pythonic IdiomsZejun Zhang, Zhenchang Xing, Xiwei Xu 0001, Liming Zhu 0001. ICSE 2023: 102-106 [doi]

Faster or Slower? Performance Mystery of Python Idioms Unveiled with Empirical EvidenceZejun Zhang, Zhenchang Xing, Xin Xia 0001, Xiwei Xu 0001, Liming Zhu 0001, Qinghua Lu 0001. ICSE 2023: 1495-1507 [doi]

SeeHow: Workflow Extraction from Programming Screencasts through Action-Aware Video AnalyticsDehai Zhao, Zhenchang Xing, Xin Xia 0001, Deheng Ye, Xiwei Xu 0001, Liming Zhu 0001. ICSE 2023: 1946-1957 [doi]

Meta-learning for Estimating Multiple Treatment Effects with ImbalanceGuanglin Zhou, Lina Yao 0001, Xiwei Xu 0001, Chen Wang 0008, Liming Zhu 0001. wise 2023: 886-895 [doi]

Contrastive Counterfactual Learning for Causality-aware Interpretable Recommender SystemsGuanglin Zhou, Chengkai Huang, Xiaocong Chen, Xiwei Xu 0001, Chen Wang, Liming Zhu 0001, Lina Yao. CIKM 2023: 3564-3573 [doi]

2022

Software engineering for Responsible AI: An empirical study and operationalised patternsQinghua Lu 0001, Liming Zhu 0001, Xiwei Xu, Jon Whittle 0001, David Douglas, Conrad Sanderson. ICSE 2022: 241-242 [doi]

Towards a roadmap on software engineering for responsible AIQinghua Lu 0001, Liming Zhu 0001, Xiwei Xu, Jon Whittle 0001, Zhenchang Xing. cain 2022: 101-112 [doi]

Towards a Taxonomy of Approaches to Modern Complex SystemsPin Chen, Chee Peng Lim, Alex Gorod, Liming Zhu 0001. sysose 2022: 410-415 [doi]

Analysis of Privacy Patterns from An Architectural PerspectiveSu Yen Chia, Xiwei Xu, Hye-Young Paik, Liming Zhu 0001. icsa 2022: 60-67 [doi]

A survey for trust-aware recommender systems: A deep learning perspectiveManqing Dong, Feng Yuan, Lina Yao 0001, Xianzhi Wang 0001, Xiwei Xu, Liming Zhu 0001. kbs, 249:108954, 2022. [doi]

Prompt-tuned Code Language Model as a Neural Knowledge Base for Type Inference in Statically-Typed Partial CodeQing Huang, Zhiqiang Yuan, Zhenchang Xing, Xiwei Xu, Liming Zhu 0001, Qinghua Lu 0001. ASE 2022: [doi]

A Pattern Language for Blockchain GovernanceYue Liu, Qinghua Lu 0001, Guangsheng Yu, Hye-Young Paik, Harsha Perera, Liming Zhu 0001. EuroPLoP 2022: [doi]

Defining blockchain governance principles: A comprehensive frameworkYue Liu, Qinghua Lu 0001, Guangsheng Yu, Hye-Young Paik, Liming Zhu 0001. is, 109:102090, 2022. [doi]

Architectural patterns for the design of federated learning systemsSin Kit Lo, Qinghua Lu 0001, Liming Zhu 0001, Hye-Young Paik, Xiwei Xu, Chen Wang 0008. jss, 191:111357, 2022. [doi]

EvAnGCN: Evolving Graph Deep Neural Network Based Anomaly Detection in BlockchainVatsal Patel, Sutharshan Rajasegarar, Lei Pan 0002, Jiajun Liu, Liming Zhu 0001. adma 2022: 444-456 [doi]

Towards Implementing Responsible AIConrad Sanderson, Qinghua Lu 0001, David Douglas, Xiwei Xu, Liming Zhu 0001, Jon Whittle 0001. bigdataconf 2022: 5076-5081 [doi]

Automated Privacy Preferences for Smart Home Data Sharing Using Personal Data StoresYashothara Shanmugarasa, Hye-Young Paik, Salil S. Kanhere, Liming Zhu 0001. ieeesp, 20(1):12-22, 2022. [doi]

Can Software Engineering Harness the Benefits of Advanced AI?Mary Shaw, Liming Zhu 0001. IEEE Software, 39(6):99-104, 2022. [doi]

Constructing a System Knowledge Graph of User Tasks and Failures from Bug Reports to Support Soap Opera TestingYanqi Su, Zheming Han, Zhenchang Xing, Xin Xia 0001, Xiwei Xu, Liming Zhu 0001, Qinghua Lu 0001. ASE 2022: [doi]

Heterogeneous Vulnerability Report Traceability Recovery by Vulnerability Aspect MatchingJiamou Sun, Zhenchang Xing, Xiwei Xu, Liming Zhu 0001, Qinghua Lu 0001. ICSM 2022: 175-186 [doi]

Attn-HybridNet: Improving Discriminability of Hybrid Features With Attention FusionSunny Verma, Chen Wang 0008, Liming Zhu 0001, Wei Liu 0007. tcyb, 52(7):6567-6578, 2022. [doi]

Psychologically-inspired, unsupervised inference of perceptual groups of GUI widgets from GUI imagesMulong Xie, Zhenchang Xing, Sidong Feng, Xiwei Xu, Liming Zhu 0001, Chunyang Chen. FSE 2022: 332-343 [doi]

Dependency Tracking for Risk Mitigation in Machine Learning (ML) SystemsXiwei Xu, Chen Wang 0008, Zhen Wang, Qinghua Lu 0001, Liming Zhu 0001. ICSE 2022: 145-146 [doi]

Making Python code idiomatic by automatic refactoring non-idiomatic Python code with pythonic idiomsZejun Zhang, Zhenchang Xing, Xin Xia 0001, Xiwei Xu, Liming Zhu 0001. FSE 2022: 696-708 [doi]

Cycle-Balanced Representation Learning For Counterfactual InferenceGuanglin Zhou, Lina Yao 0001, Xiwei Xu, Chen Wang 0008, Liming Zhu 0001. sdm 2022: 442-450 [doi]

2021

Patterns for Blockchain-Based Payment ApplicationsQinghua Lu 0001, Xiwei Xu, H. M. N. Dilum Bandara, Shiping Chen 0001, Liming Zhu 0001. EuroPLoP 2021: [doi]

CO-PILOT: COllaborative Planning and reInforcement Learning On sub-Task curriculumShuang Ao, Tianyi Zhou, Guodong Long, Qinghua Lu 0001, Liming Zhu 0001, Jing Jiang 0002. nips 2021: 10444-10456 [doi]

Generative Inverse Deep Reinforcement Learning for Online RecommendationXiaocong Chen, Lina Yao, Aixin Sun, Xianzhi Wang 0001, Xiwei Xu, Liming Zhu 0001. CIKM 2021: 201-210 [doi]

MetaGB: A Gradient Boosting Framework for Efficient Task Adaptive Meta LearningManqing Dong, Lina Yao, Xianzhi Wang 0001, Xiwei Xu, Liming Zhu 0001. icdm 2021: 101-110 [doi]

Reducing Bug Triaging Confusion by Learning from Mistakes with a Bug Tossing Knowledge GraphYanqi Su, Zhenchang Xing, Xin Peng, Xin Xia 0001, Chong Wang, Xiwei Xu, Liming Zhu 0001. ASE 2021: 191-202 [doi]

Task-Oriented API Usage Examples Prompting Powered By Programming Task Knowledge GraphJiamou Sun, Zhenchang Xing, Xin Peng 0001, Xiwei Xu, Liming Zhu 0001. ICSM 2021: 448-459 [doi]

2019

Engineering complex data integration, harmonization and visualization systemsIman Avazpour, John Grundy 0001, Liming Zhu 0001. jiii, 16:100103, 2019. [doi]

2011

A Systematic Mapping Study on Off-The-Shelf-based Software AcquisitionDana Sulistiyo Kusumo, Liming Zhu 0001, Mark Staples, He Zhang 0001. acis 2011: [doi]

2010

Systematic selection of quality attribute techniquesYin Kia Chiam, Liming Zhu 0001, Mark Staples. PROFES 2010: 59-62 [doi]

2008

Towards process-based composition of self-managing service-oriented systemsMin'an Tan, Yan Liu, Liming Zhu 0001. ICSE 2008: 41-46 [doi]

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