Applications and Challenges of Fairness APIs in Machine Learning Software.

Hadi Hemmati York University, Toronto, ON, Canada University of Calgary, AB, Canada https://lassonde.yorku.ca/users/hhemmati http://schulich.ucalgary.ca/hemmati/ https://scholar.google.com/citations?user=TznXpSIAAAAJ https://openreview.net/profile?id=~Hadi_Hemmati1 https://orcid.org/0000-0003-0204-9812 https://www.wikidata.org/entity/Q130802414

Ajoy Das Gias Uddin 0001 Shaiful Alam Chowdhury Mostafijur Rahman Akhond Hadi Hemmati Applications and Challenges of Fairness APIs in Machine Learning Software. 2026 June 150:1-150:47 35 ACM Trans. Softw. Eng. Methodol. 6 https://doi.org/10.1145/3765735 db/journals/tosem/tosem35.html#DasUCAH26 streams/journals/tosem

Hamed Taherkhani Jiho Shin Muhammad Ammar Tahir Md Rakib Hossain Misu Vineet Sunil Gattani Hadi Hemmati Toward Automated Validation of Language Model Synthesized Test Cases Using Semantic Entropy. 2026 April 1426-1445 52 IEEE Trans. Software Eng. 4 https://doi.org/10.1109/TSE.2026.3664287 db/journals/tse/tse52.html#TaherkhaniSTMGH26 streams/journals/tse

Melika Sepidband Hamed Taherkhani Hung Viet Pham Hadi Hemmati RGFL: Reasoning Guided Fault Localization for Automated Program Repair Using Large Language Models. 2026 January abs/2601.18044 CoRR https://doi.org/10.48550/arXiv.2601.18044 db/journals/corr/corr2601.html#abs-2601-18044 streams/journals/corr

Hamed Taherkhani Alireza DaghighFarsoodeh Mohammad Chowdhury Hung Viet Pham Hadi Hemmati Consistency Meets Verification: Enhancing Test Generation Quality in Large Language Models Without Ground-Truth Solutions. 2026 February abs/2602.10522 CoRR https://doi.org/10.48550/arXiv.2602.10522 db/journals/corr/corr2602.html#abs-2602-10522 streams/journals/corr

Melika Sepidband Hung Viet Pham Hadi Hemmati On the Role of Fault Localization Context for LLM-Based Program Repair. 2026 April abs/2604.05481 CoRR https://doi.org/10.48550/arXiv.2604.05481 db/journals/corr/corr2604.html#abs-2604-05481 streams/journals/corr

Oluwafemi Odu Alvine B. Belle Song Wang 0009 Segla Kpodjedo Timothy C. Lethbridge Hadi Hemmati Automatic instantiation of assurance cases from patterns using large language models. 112353 2025 222 J. Syst. Softw. https://doi.org/10.1016/j.jss.2025.112353 db/journals/jss/jss222.html#OduBWKLH25 streams/journals/jss

Minaoar Hossain Tanzil Shaiful Alam Chowdhury Somayeh Modaberi Gias Uddin 0001 Hadi Hemmati A systematic mapping study of crowd knowledge enhanced software engineering research using Stack Overflow. 112405 2025 226 J. Syst. Softw. https://doi.org/10.1016/j.jss.2025.112405 db/journals/jss/jss226.html#TanzilCMUH25 streams/journals/jss

Melika Sepidband Hamed Taherkhani Song Wang 0009 Hadi Hemmati Enhancing LLM-Based Code Generation with Complexity Metrics: A Feedback-Driven Approach. 1416-1426 2025 COMPSAC https://doi.org/10.1109/COMPSAC65507.2025.00178 conf/compsac/2025 db/conf/compsac/compsac2025.html#SepidbandTWH25 streams/conf/compsac Hossein KhademSohi Hadi Hemmati Jiayu Zhou Steve Drew Owen Sampling Accelerates Contribution Estimation in Federated Learning. 2778-2785 2025 ECAI https://doi.org/10.3233/FAIA251133 conf/ecai/2025 db/conf/ecai/ecai2025.html#KhademSohiHZD25 Jiho Shin Clark Tang Tahmineh Mohati Maleknaz Nayebi Song Wang 0009 Hadi Hemmati Prompt Engineering or Fine-Tuning: An Empirical Assessment of LLMs for Code. 490-502 2025 MSR https://doi.org/10.1109/MSR66628.2025.00082 conf/msr/2025 db/conf/msr/msr2025.html#ShinTMN0H25

Alireza DaghighFarsoodeh Chung-Yu Wang Hamed Taherkhani Melika Sepidband Mohammad Abdollahi Hadi Hemmati Hung Viet Pham Deep-Bench: Deep Learning Benchmark Dataset for Code Generation. 2025 February abs/2502.18726 CoRR https://doi.org/10.48550/arXiv.2502.18726 db/journals/corr/corr2502.html#abs-2502-18726 streams/journals/corr

Melika Sepidband Hamed Taherkhani Song Wang 0009 Hadi Hemmati Enhancing LLM-Based Code Generation with Complexity Metrics: A Feedback-Driven Approach. 2025 May abs/2505.23953 CoRR https://doi.org/10.48550/arXiv.2505.23953 db/journals/corr/corr2505.html#abs-2505-23953 streams/journals/corr

Ajoy Das Gias Uddin 0001 Shaiful Alam Chowdhury Mostafijur Rahman Akhond Hadi Hemmati Applications and Challenges of Fairness APIs in Machine Learning Software. 2025 August abs/2508.16377 CoRR https://doi.org/10.48550/arXiv.2508.16377 db/journals/corr/corr2508.html#abs-2508-16377 streams/journals/corr

Hossein KhademSohi Hadi Hemmati Jiayu Zhou Steve Drew Owen Sampling Accelerates Contribution Estimation in Federated Learning. 2025 August abs/2508.21261 CoRR https://doi.org/10.48550/arXiv.2508.21261 db/journals/corr/corr2508.html#abs-2508-21261 streams/journals/corr

Mohammad Abdollahi Khandaker Rifah Tasnia Soumit Kanti Saha Jinqiu Yang 0001 Song Wang 0009 Hadi Hemmati Demystifying Errors in LLM Reasoning Traces: An Empirical Study of Code Execution Simulation. 2025 December abs/2512.00215 CoRR https://doi.org/10.48550/arXiv.2512.00215 db/journals/corr/corr2512.html#abs-2512-00215 streams/journals/corr

Ehsan Mashhadi Shaiful Alam Chowdhury Somayeh Modaberi Hadi Hemmati Gias Uddin 0001 An empirical study on bug severity estimation using source code metrics and static analysis. 112179 2024 217 J. Syst. Softw. https://doi.org/10.1016/j.jss.2024.112179 db/journals/jss/jss217.html#MashhadiCMHU24 streams/journals/jss

Hossein KhademSohi Mohammadamin Abedi Yani Ioannou Steve Drew Pooyan Jamshidi Hadi Hemmati SelfXit: An Unsupervised Early Exit Mechanism for Deep Neural Networks. 2024 2024 Trans. Mach. Learn. Res. https://openreview.net/forum?id=h4rUKKfl5S db/journals/tmlr/tmlr2024.html#KhademSohiAIDJH24

Armin Zirak Hadi Hemmati Improving Automated Program Repair with Domain Adaptation. 65:1-65:43 2024 March 33 ACM Trans. Softw. Eng. Methodol. 3 https://doi.org/10.1145/3631972 db/journals/tosem/tosem33.html#ZirakH24

Shaiful Alam Chowdhury Gias Uddin 0001 Hadi Hemmati Reid Holmes Method-level Bug Prediction: Problems and Promises. 98:1-98:31 2024 May 33 ACM Trans. Softw. Eng. Methodol. 4 https://doi.org/10.1145/3640331 https://www.wikidata.org/entity/Q131113742 db/journals/tosem/tosem33.html#ChowdhuryUHH24

Jiho Shin Hadi Hemmati Moshi Wei Song Wang 0009 Assessing Evaluation Metrics for Neural Test Oracle Generation. 2337-2349 2024 September 50 IEEE Trans. Software Eng. 9 https://doi.org/10.1109/TSE.2024.3433463 db/journals/tse/tse50.html#ShinHWW24 streams/journals/tse

Sakina Fatima Hadi Hemmati Lionel C. Briand FlakyFix: Using Large Language Models for Predicting Flaky Test Fix Categories and Test Code Repair. 3146-3171 2024 December 50 IEEE Trans. Software Eng. 12 https://doi.org/10.1109/TSE.2024.3472476 db/journals/tse/tse50.html#FatimaHB24 streams/journals/tse

Mohammad Mahdi Mohajer Alvine Boaye Belle Nima Shiri Harzevili Junjie Wang 0001 Hadi Hemmati Song Wang 0009 Zhen Ming (Jack) Jiang Fairness Analysis of Machine Learning-Based Code Reviewer Recommendation. 46-63 2024 BIAS https://doi.org/10.1007/978-3-031-71975-2_4 conf/bias/2024 db/conf/bias/bias2024.html#MohajerBH0H0J24 Jiho Shin Sepehr Hashtroudi Hadi Hemmati Song Wang 0009 Domain Adaptation for Code Model-Based Unit Test Case Generation. 1211-1222 2024 ISSTA https://doi.org/10.1145/3650212.3680354 https://www.wikidata.org/entity/Q130802416 conf/issta/2024 db/conf/issta/issta2024.html#ShinHH024 Kailun Jin Chung-Yu Wang Hung Viet Pham Hadi Hemmati Can ChatGPT Support Developers? An Empirical Evaluation of Large Language Models for Code Generation. 167-171 2024 MSR https://doi.org/10.1145/3643991.3645074 https://ieeexplore.ieee.org/document/10555687 https://www.wikidata.org/entity/Q130871415 conf/msr/2024 db/conf/msr/msr2024.html#JinWPH24 Kimya Khakzad Shahandashti Alvine Boaye Belle Mohammad Mahdi Mohajer Oluwafemi Odu Timothy C. Lethbridge Hadi Hemmati Song Wang 0009 Using GPT-4 Turbo to Automatically Identify Defeaters in Assurance Cases. 46-56 2024 RE Workshops https://doi.org/10.1109/REW61692.2024.00011 conf/re/2024w db/conf/re/re2024w.html#ShahandashtiBMOLHW24 streams/conf/re

Mithila Sivakumar Alvine Boaye Belle Kimya Khakzad Shahandashti Oluwafemi Odu Hadi Hemmati Segla Kpodjedo Song Wang 0009 Opeyemi O. Adesina I came, I saw, I certified: some perspectives on the safety assurance of cyber-physical systems. 2024 abs/2401.16633 CoRR https://doi.org/10.48550/arXiv.2401.16633 db/journals/corr/corr2401.html#abs-2401-16633

Kailun Jin Chung-Yu Wang Hung Viet Pham Hadi Hemmati Can ChatGPT Support Developers? An Empirical Evaluation of Large Language Models for Code Generation. 2024 abs/2402.11702 CoRR https://doi.org/10.48550/arXiv.2402.11702 db/journals/corr/corr2402.html#abs-2402-11702

Minaoar Hossain Tanzil Shaiful Alam Chowdhury Somayeh Modaberi Gias Uddin 0001 Hadi Hemmati A Systematic Mapping Study of Crowd Knowledge Enhanced Software Engineering Research Using Stack Overflow. 2024 abs/2408.07913 CoRR https://doi.org/10.48550/arXiv.2408.07913 db/journals/corr/corr2408.html#abs-2408-07913 streams/journals/corr

Hamed Taherkhani Melika Sepindband Hung Viet Pham Song Wang 0009 Hadi Hemmati EPiC: Cost-effective Search-based Prompt Engineering of LLMs for Code Generation. 2024 abs/2408.11198 CoRR https://doi.org/10.48550/arXiv.2408.11198 db/journals/corr/corr2408.html#abs-2408-11198 streams/journals/corr

Kimya Khakzad Shahandashti Mohammad Mahdi Mohajer Alvine Boaye Belle Song Wang 0009 Hadi Hemmati Program Slicing in the Era of Large Language Models. 2024 abs/2409.12369 CoRR https://doi.org/10.48550/arXiv.2409.12369 db/journals/corr/corr2409.html#abs-2409-12369 streams/journals/corr

Jiho Shin Reem Aleithan Hadi Hemmati Song Wang 0009 Retrieval-Augmented Test Generation: How Far Are We? 2024 abs/2409.12682 CoRR https://doi.org/10.48550/arXiv.2409.12682 db/journals/corr/corr2409.html#abs-2409-12682 streams/journals/corr

Oluwafemi Odu Alvine B. Belle Song Wang 0009 Segla Kpodjedo Timothy C. Lethbridge Hadi Hemmati Automatic Instantiation of Assurance Cases from Patterns Using Large Language Models. 2024 abs/2410.05488 CoRR https://doi.org/10.48550/arXiv.2410.05488 db/journals/corr/corr2410.html#abs-2410-05488 streams/journals/corr

Hamed Taherkhani Hadi Hemmati VALTEST: Automated Validation of Language Model Generated Test Cases. 2024 abs/2411.08254 CoRR https://doi.org/10.48550/arXiv.2411.08254 db/journals/corr/corr2411.html#abs-2411-08254 streams/journals/corr

Hossein Ahmadvand Chhagan Lal Hadi Hemmati Mehdi Sookhak Mauro Conti Privacy-Preserving and Security in SDN-Based IoT: A Survey. 44772-44786 2023 11 IEEE Access https://doi.org/10.1109/ACCESS.2023.3267764 db/journals/access/access11.html#AhmadvandLHSC23

Amin Eslami Abyane Derui Zhu Roberto Souza 0001 Lei Ma 0003 Hadi Hemmati Towards understanding quality challenges of the federated learning for neural networks: a first look from the lens of robustness. 44 2023 March 28 Empir. Softw. Eng. 2 https://doi.org/10.1007/s10664-022-10262-y https://www.wikidata.org/entity/Q123271289 db/journals/ese/ese28.html#AbyaneZSMH23

Chakkrit Tantithamthavorn Jürgen Cito Hadi Hemmati Satish Chandra 0001 Explainable AI for SE: Challenges and Future Directions. 29-33 2023 May - June 40 IEEE Softw. 3 https://doi.org/10.1109/MS.2023.3246686 db/journals/software/software40.html#TantithamthavornCHC23

Jürgen Cito Satish Chandra 0001 Chakkrit Tantithamthavorn Hadi Hemmati Expert Perspectives on Explainability. 84-88 2023 May - June 40 IEEE Softw. 3 https://doi.org/10.1109/MS.2023.3255663 db/journals/software/software40.html#CitoCTH23

Foozhan Ataiefard Hadi Hemmati Gray-box Adversarial Attack of Deep Reinforcement Learning-based Trading Agents<sup>*</sup>. 675-682 2023 ICMLA https://doi.org/10.1109/ICMLA58977.2023.00099 conf/icmla/2023 db/conf/icmla/icmla2023.html#AtaiefardH23 Ehsan Mashhadi Hossein Ahmadvand Hadi Hemmati Method-Level Bug Severity Prediction using Source Code Metrics and LLMs. 635-646 2023 ISSRE https://doi.org/10.1109/ISSRE59848.2023.00055 conf/issre/2023 db/conf/issre/issre2023.html#MashhadiAH23 Nadun Wijesinghe Hadi Hemmati Log-based Anomaly Detection of Enterprise Software: An Empirical Study. 12-23 2023 QRS https://doi.org/10.1109/QRS60937.2023.00012 conf/qrs/2023 db/conf/qrs/qrs2023.html#WijesingheH23 Emad Jabbar Hadi Hemmati Robert Feldt Investigating Execution Trace Embedding for Test Case Prioritization. 279-290 2023 QRS https://doi.org/10.1109/QRS60937.2023.00036 conf/qrs/2023 db/conf/qrs/qrs2023.html#JabbarHF23 Alvine Boaye Belle Hadi Hemmati Timothy C. Lethbridge Position Paper: A Vision for the Dynamic Safety Assurance of ML-Enabled Autonomous Driving Systems. 297-301 2023 REW https://doi.org/10.1109/REW57809.2023.00056 conf/re/2023w db/conf/re/re2023w.html#BelleHL23 Ahmad Haji Mohammadkhani Chakkrit Tantithamthavorn Hadi Hemmati Explaining Transformer-based Code Models: What Do They Learn? When They Do Not Work? 96-106 2023 SCAM https://doi.org/10.1109/SCAM59687.2023.00020 conf/scam/2023 db/conf/scam/scam2023.html#MohammadkhaniTH23

Ahmad Haji Mohammadkhani Nitin Sai Bommi Mariem Daboussi Onkar Sabnis Chakkrit Tantithamthavorn Hadi Hemmati A Systematic Literature Review of Explainable AI for Software Engineering. 2023 abs/2302.06065 CoRR https://doi.org/10.48550/arXiv.2302.06065 db/journals/corr/corr2302.html#abs-2302-06065

Sakina Fatima Hadi Hemmati Lionel C. Briand Black-Box Prediction of Flaky Test Fix Categories Using Language Models. 2023 abs/2307.00012 CoRR https://doi.org/10.48550/arXiv.2307.00012 db/journals/corr/corr2307.html#abs-2307-00012

Mohammad Mahdi Mohajer Alvine Boaye Belle Nima Shiri Harzevili Junjie Wang 0001 Hadi Hemmati Song Wang 0009 Zhen Ming Jiang A First Look at Fairness of Machine Learning Based Code Reviewer Recommendation. 2023 abs/2307.11298 CoRR https://doi.org/10.48550/arXiv.2307.11298 db/journals/corr/corr2307.html#abs-2307-11298

Sepehr Hashtroudi Jiho Shin Hadi Hemmati Song Wang 0009 Automated Test Case Generation Using Code Models and Domain Adaptation. 2023 abs/2308.08033 CoRR https://doi.org/10.48550/arXiv.2308.08033 db/journals/corr/corr2308.html#abs-2308-08033

Ehsan Mashhadi Hossein Ahmadvand Hadi Hemmati Method-Level Bug Severity Prediction using Source Code Metrics and LLMs. 2023 abs/2309.03044 CoRR https://doi.org/10.48550/arXiv.2309.03044 db/journals/corr/corr2309.html#abs-2309-03044

Foozhan Ataiefard Hadi Hemmati Gray-box Adversarial Attack of Deep Reinforcement Learning-based Trading Agents. 2023 abs/2309.14615 CoRR https://doi.org/10.48550/arXiv.2309.14615 db/journals/corr/corr2309.html#abs-2309-14615

Jiho Shin Hadi Hemmati Moshi Wei Song Wang 0009 Assessing Evaluation Metrics for Neural Test Oracle Generation. 2023 abs/2310.07856 CoRR https://doi.org/10.48550/arXiv.2310.07856 db/journals/corr/corr2310.html#abs-2310-07856

Jiho Shin Clark Tang Tahmineh Mohati Maleknaz Nayebi Song Wang 0009 Hadi Hemmati Prompt Engineering or Fine Tuning: An Empirical Assessment of Large Language Models in Automated Software Engineering Tasks. 2023 abs/2310.10508 CoRR https://doi.org/10.48550/arXiv.2310.10508 db/journals/corr/corr2310.html#abs-2310-10508

Nadun Wijesinghe Hadi Hemmati Log-based Anomaly Detection of Enterprise Software: An Empirical Study. 2023 abs/2310.20492 CoRR https://doi.org/10.48550/arXiv.2310.20492 db/journals/corr/corr2310.html#abs-2310-20492

Parisa Saat Nikita Nogovitsyn Muhammad Yusuf Hassan Muhammad Athar Ganaie Roberto Souza 0001 Hadi Hemmati A domain adaptation benchmark for T1-weighted brain magnetic resonance image segmentation. 2022 16 Frontiers Neuroinformatics https://doi.org/10.3389/fninf.2022.919779 db/journals/fini/fini16.html#SaatNHGSH22

Foozhan Ataiefard Mohammad Jafar Mashhadi Hadi Hemmati Neil Walkinshaw Deep State Inference: Toward Behavioral Model Inference of Black-Box Software Systems. 4857-4872 2022 48 IEEE Trans. Software Eng. 12 https://doi.org/10.1109/TSE.2021.3128820 db/journals/tse/tse48.html#AtaiefardMHW22

Zheng Zheng Hadi Hemmati Message from the Doctoral Symposium Chairs. xvii 2022 ISSRE Workshops https://doi.org/10.1109/ISSREW55968.2022.00008 conf/issre/2022w db/conf/issre/issre2022w.html#ZhengH22

Amin Eslami Abyane Derui Zhu Roberto Medeiros de Souza Lei Ma 0003 Hadi Hemmati Towards Understanding Quality Challenges of the Federated Learning: A First Look from the Lens of Robustness. 2022 abs/2201.01409 CoRR https://arxiv.org/abs/2201.01409 db/journals/corr/corr2201.html#abs-2201-01409

Ehsan Mashhadi Shaiful Alam Chowdhury Somayeh Modaberi Hadi Hemmati Gias Uddin 0001 An Empirical Study on Bug Severity Estimation Using Source Code Metrics and Static Analysis. 2022 abs/2206.12927 CoRR https://doi.org/10.48550/arXiv.2206.12927 db/journals/corr/corr2206.html#abs-2206-12927

Emad Jabbar Soheila Zangeneh Hadi Hemmati Robert Feldt Test2Vec: An Execution Trace Embedding for Test Case Prioritization. 2022 abs/2206.15428 CoRR https://doi.org/10.48550/arXiv.2206.15428 db/journals/corr/corr2206.html#abs-2206-15428

Mohammadamin Abedi Yanni Iouannou Pooyan Jamshidi Hadi Hemmati Improving the Performance of DNN-based Software Services using Automated Layer Caching. 2022 abs/2209.08625 CoRR https://doi.org/10.48550/arXiv.2209.08625 db/journals/corr/corr2209.html#abs-2209-08625

Ahmad Haji Mohammadkhani Chakkrit Tantithamthavorn Hadi Hemmati Explainable AI for Pre-Trained Code Models: What Do They Learn? When They Do Not Work? 2022 abs/2211.12821 CoRR https://doi.org/10.48550/arXiv.2211.12821 db/journals/corr/corr2211.html#abs-2211-12821

Amin Eslami Abyane Steve Drew Hadi Hemmati MDA: Availability-Aware Federated Learning Client Selection. 2022 abs/2211.14391 CoRR https://doi.org/10.48550/arXiv.2211.14391 db/journals/corr/corr2211.html#abs-2211-14391

Armin Zirak Hadi Hemmati Improving Automated Program Repair with Domain Adaptation. 2022 abs/2212.11414 CoRR https://doi.org/10.48550/arXiv.2212.11414 db/journals/corr/corr2212.html#abs-2212-11414

Shayan Zamani Hadi Hemmati A pragmatic approach for hyper-parameter tuning in search-based test case generation. 126 2021 26 Empir. Softw. Eng. 6 https://doi.org/10.1007/s10664-021-10024-2 db/journals/ese/ese26.html#ZamaniH21

Nima Miryeganeh Sepehr Hashtroudi Hadi Hemmati GloBug: Using global data in Fault Localization. 110961 2021 177 J. Syst. Softw. https://doi.org/10.1016/j.jss.2021.110961 https://www.wikidata.org/entity/Q111897272 db/journals/jss/jss177.html#MiryeganehHH21

Maryam Vahdat Pour Zhuo Li 0013 Lei Ma 0003 Hadi Hemmati A Search-Based Testing Framework for Deep Neural Networks of Source Code Embedding. 36-46 2021 ICST https://doi.org/10.1109/ICST49551.2021.00016 conf/icst/2021 db/conf/icst/icst2021.html#PourL0H21 Ehsan Mashhadi Hadi Hemmati Applying CodeBERT for Automated Program Repair of Java Simple Bugs. 505-509 2021 MSR https://doi.org/10.1109/MSR52588.2021.00063 conf/msr/2021 db/conf/msr/msr2021.html#MashhadiH21 Amin Eslami Abyane Hadi Hemmati Robustness Analysis of Deep Learning Frameworks on Mobile Platforms. 160-177 2021 ICTSS https://doi.org/10.1007/978-3-031-04673-5_13 conf/pts/2021 db/conf/pts/ictss2021.html#AbyaneH21

Mohammad Jafar Mashhadi Foozhan Ataiefard Hadi Hemmati Neil Walkinshaw Behavioral Model Inference of Black-box Software using Deep Neural Networks. 2021 abs/2101.04948 CoRR https://arxiv.org/abs/2101.04948 db/journals/corr/corr2101.html#abs-2101-04948

Shayan Zamani Hadi Hemmati A Pragmatic Approach for Hyper-Parameter Tuning in Search-based Test Case Generation. 2021 abs/2101.05738 CoRR https://arxiv.org/abs/2101.05738 db/journals/corr/corr2101.html#abs-2101-05738

Nima Miryeganeh Sepehr Hashtroudi Hadi Hemmati GloBug: Using Global Data in Fault Localization. 2021 abs/2101.05862 CoRR https://arxiv.org/abs/2101.05862 db/journals/corr/corr2101.html#abs-2101-05862

Maryam Vahdat Pour Zhuo Li 0013 Lei Ma 0003 Hadi Hemmati A Search-Based Testing Framework for Deep Neural Networks of Source Code Embedding. 2021 abs/2101.07910 CoRR https://arxiv.org/abs/2101.07910 db/journals/corr/corr2101.html#abs-2101-07910

Ehsan Mashhadi Hadi Hemmati Applying CodeBERT for Automated Program Repair of Java Simple Bugs. 2021 abs/2103.11626 CoRR https://arxiv.org/abs/2103.11626 db/journals/corr/corr2103.html#abs-2103-11626

Amin Eslami Abyane Hadi Hemmati Robustness Analysis of Deep Learning Frameworks on Mobile Platforms. 2021 abs/2109.09869 CoRR https://arxiv.org/abs/2109.09869 db/journals/corr/corr2109.html#abs-2109-09869

Shayan Zamani Hadi Hemmati A Cost-Effective Approach for Hyper-Parameter Tuning in Search-based Test Case Generation. 418-429 2020 ICSME https://doi.org/10.1109/ICSME46990.2020.00047 conf/icsm/2020 db/conf/icsm/icsme2020.html#ZamaniH20 Mohammad Jafar Mashhadi Hadi Hemmati Hybrid Deep Neural Networks to Infer State Models of Black-Box Systems. 299-311 2020 ASE https://doi.org/10.1145/3324884.3416559 https://ieeexplore.ieee.org/document/9286087 https://www.wikidata.org/entity/Q130993808 conf/kbse/2020 db/conf/kbse/ase2020.html#MashhadiH20

Mohammad Jafar Mashhadi Hadi Hemmati Hybrid Deep Neural Networks to Infer State Models of Black-Box Systems. 2020 abs/2008.11856 CoRR https://arxiv.org/abs/2008.11856 db/journals/corr/corr2008.html#abs-2008-11856

Hadi Hemmati Chapter Four - Advances in Techniques for Test Prioritization. 185-221 2019 112 Adv. Comput. https://doi.org/10.1016/bs.adcom.2017.12.004 db/journals/ac/ac112.html#Hemmati19

Mohammad Jafar Mashhadi Taha R. Siddiqui Hadi Hemmati Howard W. Loewen Interactive semi-automated specification mining for debugging: An experience report. 20-38 2019 113 Inf. Softw. Technol. https://doi.org/10.1016/j.infsof.2019.05.002 https://www.wikidata.org/entity/Q113316822 db/journals/infsof/infsof113.html#MashhadiSHL19

Mohammad Jafar Mashhadi Hadi Hemmati An empirical study on practicality of specification mining algorithms on a real-world application. 65-69 2019 ICPC https://doi.org/10.1109/ICPC.2019.00020 https://dl.acm.org/citation.cfm?id=3339087 conf/iwpc/2019 db/conf/iwpc/icpc2019.html#MashhadiH19 Nima Miryeganeh Mehdi Amoui Hadi Hemmati An IR-based approach towards automated integration of geo-spatial datasets in map-based software systems. 946-954 2019 ESEC/SIGSOFT FSE https://doi.org/10.1145/3338906.3340454 conf/sigsoft/2019 db/conf/sigsoft/fse2019.html#MiryeganehAH19 Shayan Zamani Hadi Hemmati Revisiting Hyper-Parameter Tuning for Search-Based Test Data Generation. 137-152 2019 SSBSE https://doi.org/10.1007/978-3-030-27455-9_10 conf/ssbse/2019 db/conf/ssbse/ssbse2019.html#ZamaniH19

Mohammad Jafar Mashhadi Hadi Hemmati An Empirical Study on Practicality of Specification Mining Algorithms on a Real-world Application. 2019 abs/1903.11242 CoRR http://arxiv.org/abs/1903.11242 db/journals/corr/corr1903.html#abs-1903-11242

Mohammad Jafar Mashhadi Taha R. Siddiqui Hadi Hemmati Howard W. Loewen Interactive Semi-automated Specification Mining for Debugging: An Experience Report. 2019 abs/1905.02245 CoRR http://arxiv.org/abs/1905.02245 db/journals/corr/corr1905.html#abs-1905-02245

Shayan Zamani Hadi Hemmati Revisiting Hyper-Parameter Tuning for Search-based Test Data Generation. 2019 abs/1906.02349 CoRR http://arxiv.org/abs/1906.02349 db/journals/corr/corr1906.html#abs-1906-02349

Nima Miryeganeh Mehdi Amoui Hadi Hemmati An IR-based Approach Towards Automated Integration of Geo-spatial Datasets in Map-based Software Systems. 2019 abs/1906.06331 CoRR http://arxiv.org/abs/1906.06331 db/journals/corr/corr1906.html#abs-1906-06331

Syed S. Arefin Hadi Hemmati Howard W. Loewen Evaluating specification-level MC/DC criterion in model-based testing of safety critical systems. 256-265 2018 ICSE (SEIP) https://doi.org/10.1145/3183519.3183551 https://ieeexplore.ieee.org/document/8449259 https://www.wikidata.org/entity/Q130968164 conf/icse/2018seip db/conf/icse/seip2018.html#ArefinHL18 Hadi Hemmati Fatemeh Sharifi Investigating NLP-Based Approaches for Predicting Manual Test Case Failure. 309-319 2018 ICST https://doi.ieeecomputersociety.org/10.1109/ICST.2018.00038 conf/icst/2018 db/conf/icst/icst2018.html#HemmatiS18 Mohammad Moein Almasi Hadi Hemmati Gordon Fraser 0001 Phil McMinn Janis Benefelds Search-based detection of deviation failures in the migration of legacy spreadsheet applications. 266-275 2018 ISSTA https://doi.org/10.1145/3213846.3213861 conf/issta/2018 db/conf/issta/issta2018.html#AlmasiHFMB18

Hadi Hemmati Zhihan Fang Mika V. Mäntylä Bram Adams Prioritizing manual test cases in rapid release environments. 2017 27 Softw. Test. Verification Reliab. 6 https://doi.org/10.1002/stvr.1609 https://www.wikidata.org/entity/Q110661149 db/journals/stvr/stvr27.html#HemmatiFMA17

Tse-Hsun Chen Stephen W. Thomas Hadi Hemmati Meiyappan Nagappan Ahmed E. Hassan An Empirical Study on the Effect of Testing on Code Quality Using Topic Models: A Case Study on Software Development Systems. 806-824 2017 66 IEEE Trans. Reliab. 3 https://doi.org/10.1109/TR.2017.2699938 https://www.wikidata.org/entity/Q122945446 db/journals/tr/tr66.html#ChenTHNH17

Josiane Kroll Shai Fridboim Hadi Hemmati An Empirical Study of Search-Based Task Scheduling in Global Software Development. 183-192 2017 ICSE-SEIP https://doi.org/10.1109/ICSE-SEIP.2017.30 https://doi.ieeecomputersociety.org/10.1109/ICSE-SEIP.2017.30 conf/icse/2017seip db/conf/icse/icse2017seip.html#KrollFH17 Mohammad Moein Almasi Hadi Hemmati Gordon Fraser 0001 Andrea Arcuri Janis Benefelds An Industrial Evaluation of Unit Test Generation: Finding Real Faults in a Financial Application. 263-272 2017 ICSE-SEIP https://doi.org/10.1109/ICSE-SEIP.2017.27 https://doi.ieeecomputersociety.org/10.1109/ICSE-SEIP.2017.27 conf/icse/2017seip db/conf/icse/icse2017seip.html#AlmasiHFAB17 Tanzeem Bin Noor Hadi Hemmati Studying Test Case Failure Prediction for Test Case Prioritization. 2-11 2017 PROMISE https://doi.org/10.1145/3127005.3127006 conf/promise/2017 db/conf/promise/promise2017.html#NoorH17 Hadi Hemmati Syed S. Arefin Taha R. Siddiqui Analytics-based safety monitoring and verification. 3608-3613 2017 SMC https://doi.org/10.1109/SMC.2017.8123192 conf/smc/2017 db/conf/smc/smc2017.html#HemmatiAS17 Mohammad Moein Almasi Taha R. Siddiqui Noman Mohammed Hadi Hemmati The Risk-Utility Tradeoff for Data Privacy Models. 1-5 2016 NTMS https://doi.org/10.1109/NTMS.2016.7792481 conf/ntms/2016 db/conf/ntms/ntms2016.html#AlmasiSMH16

Hadi Hemmati Meiyappan Nagappan Ahmed E. Hassan Investigating the effect of "defect co-fix" on quality assurance resource allocation: A search-based approach. 412-422 2015 103 J. Syst. Softw. https://doi.org/10.1016/j.jss.2014.11.040 https://www.wikidata.org/entity/Q123364857 db/journals/jss/jss103.html#HemmatiNH15

Hadi Hemmati Zhihan Fang Mika V. Mäntylä Prioritizing Manual Test Cases in Traditional and Rapid Release Environments. 1-10 2015 ICST https://doi.org/10.1109/ICST.2015.7102602 https://doi.ieeecomputersociety.org/10.1109/ICST.2015.7102602 conf/icst/2015 db/conf/icst/icst2015.html#HemmatiFM15 Debajyoti Mondal Hadi Hemmati Stephane Durocher Exploring Test Suite Diversification and Code Coverage in Multi-Objective Test Case Selection. 1-10 2015 ICST https://doi.org/10.1109/ICST.2015.7102588 https://doi.ieeecomputersociety.org/10.1109/ICST.2015.7102588 conf/icst/2015 db/conf/icst/icst2015.html#MondalHD15 Tanzeem Bin Noor Hadi Hemmati A similarity-based approach for test case prioritization using historical failure data. 58-68 2015 ISSRE https://doi.org/10.1109/ISSRE.2015.7381799 https://doi.ieeecomputersociety.org/10.1109/ISSRE.2015.7381799 conf/issre/2015 db/conf/issre/issre2015.html#NoorH15 Hadi Hemmati How Effective Are Code Coverage Criteria? 151-156 2015 QRS https://doi.org/10.1109/QRS.2015.30 conf/qrs/2015 db/conf/qrs/qrs2015.html#Hemmati15 Tanzeem Bin Noor Hadi Hemmati Test case analytics: Mining test case traces to improve risk-driven testing. 13-16 2015 SWAN@SANER https://doi.org/10.1109/SWAN.2015.7070482 https://doi.ieeecomputersociety.org/10.1109/SWAN.2015.7070482 conf/wcre/2015swan db/conf/wcre/swan2015.html#NoorH15

Stephen W. Thomas Hadi Hemmati Ahmed E. Hassan Dorothea Blostein Static test case prioritization using topic models. 182-212 2014 19 Empir. Softw. Eng. 1 https://doi.org/10.1007/s10664-012-9219-7 db/journals/ese/ese19.html#ThomasHHB14

Shaukat Ali 0001 Hadi Hemmati Model-Based Testing of Video Conferencing Systems: Challenges, Lessons Learnt, and Results. 353-362 2014 ICST https://doi.org/10.1109/ICST.2014.48 https://doi.ieeecomputersociety.org/10.1109/ICST.2014.48 conf/icst/2014 db/conf/icst/icst2014.html#AliH14 Barrett Ens Daniel J. Rea Roiy Shpaner Hadi Hemmati James Everett Young Pourang Irani ChronoTwigger: A Visual Analytics Tool for Understanding Source and Test Co-evolution. 117-126 2014 VISSOFT https://doi.org/10.1109/VISSOFT.2014.28 https://doi.ieeecomputersociety.org/10.1109/VISSOFT.2014.28 conf/vissoft/2014 db/conf/vissoft/vissoft2014.html#EnsRSHYI14

Hadi Hemmati Andrea Arcuri Lionel C. Briand Achieving scalable model-based testing through test case diversity. 6:1-6:42 2013 22 ACM Trans. Softw. Eng. Methodol. 1 https://doi.org/10.1145/2430536.2430540 db/journals/tosem/tosem22.html#HemmatiAB13

Ian J. Davis Hadi Hemmati Richard C. Holt Michael W. Godfrey Douglas Neuse Serge Mankovskii Regression-based utilization prediction algorithms: an empirical investigation. 106-120 2013 CASCON http://dl.acm.org/citation.cfm?id=2555536 conf/cascon/2013 db/conf/cascon/cascon2013.html#DavisHHGNM13 Ian J. Davis Hadi Hemmati Richard C. Holt Michael W. Godfrey Douglas Neuse Serge Mankovskii Storm prediction in a cloud. 37-40 2013 PESOS@ICSE https://doi.org/10.1109/PESOS.2013.6635975 https://doi.ieeecomputersociety.org/10.1109/PESOS.2013.6635975 conf/icse/2013pesos db/conf/icse/pesos2013.html#DavisHHGNM13 Weiyi Shang Zhen Ming Jiang Hadi Hemmati Bram Adams Ahmed E. Hassan Patrick Martin 0001 Assisting developers of big data analytics applications when deploying on hadoop clouds. 402-411 2013 ICSE https://doi.org/10.1109/ICSE.2013.6606586 https://doi.ieeecomputersociety.org/10.1109/ICSE.2013.6606586 http://dl.acm.org/citation.cfm?id=2486842 conf/icse/2013 db/conf/icse/icse2013.html#ShangJHAHM13 Haroon Malik Hadi Hemmati Ahmed E. Hassan Automatic detection of performance deviations in the load testing of large scale systems. 1012-1021 2013 ICSE https://doi.org/10.1109/ICSE.2013.6606651 https://doi.ieeecomputersociety.org/10.1109/ICSE.2013.6606651 http://dl.acm.org/citation.cfm?id=2486927 conf/icse/2013 db/conf/icse/icse2013.html#MalikHH13 Hadi Hemmati Sarah Nadi Olga Baysal Oleksii Kononenko Wei Wang 0001 Reid Holmes Michael W. Godfrey The MSR cookbook: mining a decade of research. 343-352 2013 MSR https://doi.org/10.1109/MSR.2013.6624048 https://doi.ieeecomputersociety.org/10.1109/MSR.2013.6624048 http://dl.acm.org/citation.cfm?id=2487150 conf/msr/2013 db/conf/msr/msr2013.html#HemmatiNBKWHG13 Laura Inozemtseva Hadi Hemmati Reid Holmes Using fault history to improve mutation reduction. 639-642 2013 ESEC/SIGSOFT FSE https://doi.org/10.1145/2491411.2494586 conf/sigsoft/2013 db/conf/sigsoft/fse2013.html#InozemtsevaHH13

Shaukat Ali 0001 Lionel C. Briand Hadi Hemmati Modeling robustness behavior using aspect-oriented modeling to support robustness testing of industrial systems. 633-670 2012 11 Softw. Syst. Model. 4 https://doi.org/10.1007/s10270-011-0206-z db/journals/sosym/sosym11.html#AliBH12

Hadi Hemmati Andrea Arcuri Lionel C. Briand Empirical Investigation of the Effects of Test Suite Properties on Similarity-Based Test Case Selection. 327-336 2011 ICST https://doi.org/10.1109/ICST.2011.12 https://doi.ieeecomputersociety.org/10.1109/ICST.2011.12 conf/icst/2011 db/conf/icst/icst2011.html#HemmatiAB11

Shaukat Ali 0001 Lionel C. Briand Hadi Hemmati Rajwinder Kaur Panesar-Walawege A Systematic Review of the Application and Empirical Investigation of Search-Based Test Case Generation. 742-762 2010 36 IEEE Trans. Software Eng. 6 https://doi.org/10.1109/TSE.2009.52 http://doi.ieeecomputersociety.org/10.1109/TSE.2009.52 db/journals/tse/tse36.html#AliBHP10

Hadi Hemmati Lionel C. Briand An Industrial Investigation of Similarity Measures for Model-Based Test Case Selection. 141-150 2010 ISSRE https://doi.org/10.1109/ISSRE.2010.9 https://doi.ieeecomputersociety.org/10.1109/ISSRE.2010.9 conf/issre/2010 db/conf/issre/issre2010.html#HemmatiB10 Hadi Hemmati Andrea Arcuri Lionel C. Briand Reducing the Cost of Model-Based Testing through Test Case Diversity. 63-78 2010 ICTSS https://doi.org/10.1007/978-3-642-16573-3_6 conf/pts/2010 db/conf/pts/ictss2010.html#HemmatiAB10 Hadi Hemmati Lionel C. Briand Andrea Arcuri Shaukat Ali 0001 An enhanced test case selection approach for model-based testing: an industrial case study. 267-276 2010 SIGSOFT FSE https://doi.org/10.1145/1882291.1882331 conf/sigsoft/2010 db/conf/sigsoft/fse2010.html#HemmatiBAA10 Hadi Hemmati Rasool Jalili Self-reconfiguration in Highly Available Pervasive Computing Systems. 289-301 2008 ATC https://doi.org/10.1007/978-3-540-69295-9_24 conf/atc/2008 db/conf/atc/atc2008.html#HemmatiJ08 Sarah Javanmardi Hadi Hemmati Rasool Jalili An Access Control Framework for Pervasive Computing Environments. 97-103 2006 conf/csreaPSC/2006 PSC db/conf/csreaPSC/psc2006.html#JavanmardiHJ06 Mohammad Abdollahi Mohammadamin Abedi Amin Eslami Abyane Bram Adams Opeyemi AdesinaOpeyemi O. Adesina Hossein Ahmadvand Mostafijur Rahman Akhond Reem Aleithan Shaukat Ali 0001 Mohammad Moein Almasi Mehdi Amoui Andrea Arcuri Syed S. Arefin Foozhan Ataiefard Olga Baysal Alvine B. BelleAlvine Boaye Belle Janis Benefelds Dorothea Blostein Nitin Sai Bommi Lionel C. Briand Satish Chandra 0001 Tse-Hsun (Peter) ChenTse-Hsun Chen Mohammad Chowdhury Shaiful Alam Chowdhury Jürgen Cito Mauro Conti Mariem Daboussi Alireza DaghighFarsoodeh Ajoy Das Ian J. Davis Steve Drew Stephane Durocher Barrett Ens Zhihan Fang Sakina Fatima Robert Feldt Gordon Fraser 0001 Shai Fridboim Muhammad Athar Ganaie Vineet Sunil Gattani Michael W. Godfrey Nima Shiri Harzevili Sepehr Hashtroudi Ahmed E. Hassan Muhammad Yusuf Hassan Reid Holmes Richard C. Holt Laura Inozemtseva Yani Ioannou Yanni Iouannou Pourang Irani Emad Jabbar Rasool Jalili Pooyan Jamshidi Sarah Javanmardi Zhen Ming (Jack) JiangZhen Ming Jiang Kailun Jin Hossein KhademSohi Oleksii Kononenko Segla Kpodjedo Josiane Kroll Chhagan Lal Timothy LethbridgeTimothy C. Lethbridge Zhuo Li 0013 Howard W. Loewen Lei Ma 0003 Haroon Malik Serge Mankovskii Mika MäntyläMika V. Mäntylä Patrick Martin 0001 Ehsan Mashhadi Mohammad Jafar Mashhadi Phil McMinn Nima Miryeganeh Md Rakib Hossain Misu Somayeh Modaberi Mohammad Mahdi Mohajer Ahmad Haji Mohammadkhani Noman Mohammed Tahmineh Mohati Debajyoti Mondal Sarah Nadi Meiyappan Nagappan Maleknaz Nayebi Douglas Neuse Nikita Nogovitsyn Tanzeem Bin Noor Oluwafemi Odu Rajwinder Kaur Panesar-Walawege Hung Viet Pham Maryam Vahdat Pour Daniel J. Rea Parisa Saat Onkar Sabnis Soumit Kanti Saha Melika Sepidband Melika Sepindband Kimya Khakzad Shahandashti Weiyi Shang Fatemeh Sharifi Jiho Shin Roiy Shpaner Taha R. Siddiqui Mithila Sivakumar Mehdi Sookhak Roberto Souza 0001Roberto Medeiros de Souza Hamed Taherkhani Muhammad Ammar Tahir Clark Tang Chakkrit Tantithamthavorn Minaoar Hossain Tanzil Khandaker Rifah Tasnia Stephen W. Thomas Gias Uddin 0001 Neil Walkinshaw Chung-Yu Wang Junjie Wang 0001 Song Wang 0009 Wei Wang 0001 Moshi Wei Nadun Wijesinghe Jinqiu Yang 0001 James Everett Young Shayan Zamani Soheila Zangeneh Zheng Zheng Jiayu Zhou Derui Zhu Armin Zirak