{"total":22,"rows":[{"id":"2406.14325","title":"Reproducibility in Machine Learning-based Research: Overview, Barriers and Drivers","created":"2024-06-20","cited_by_count":34,"area":null},{"id":"2312.01082","title":"A Survey on Stability of Learning with Limited Labelled Data and its Sensitivity to the Effects of Randomness","created":"2023-12-02","cited_by_count":14,"area":null},{"id":"2303.07476","title":"Challenges and Practices of Deep Learning Model Reengineering: A Case Study on Computer Vision","created":"2023-03-13","cited_by_count":11,"area":null},{"id":"2310.17903","title":"Pitfalls in Language Models for Code Intelligence: A Taxonomy and Survey","created":"2023-10-27","cited_by_count":9,"area":null},{"id":"2302.12691","title":"Reproducibility of Machine Learning: Terminology, Recommendations and Open Issues","created":"2023-02-24","cited_by_count":8,"area":null},{"id":"2509.11173","title":"Your Compiler is Backdooring Your Model: Understanding and Exploiting Compilation Inconsistency Vulnerabilities in Deep Learning Compilers","created":"2025-09-14","cited_by_count":7,"area":null},{"id":"2401.03069","title":"Towards Enhancing the Reproducibility of Deep Learning Bugs: An Empirical Study","created":"2024-01-05","cited_by_count":6,"area":null},{"id":"2405.18753","title":"Confronting the Reproducibility Crisis: A Case Study of Challenges in Cybersecurity AI","created":"2024-05-29","cited_by_count":2,"area":null},{"id":"2410.02806","title":"Investigating the Impact of Randomness on Reproducibility in Computer Vision: A Study on Applications in Civil Engineering and Medicine","created":"2024-09-19","cited_by_count":2,"area":null},{"id":"2303.17786","title":"Attention is Not Always What You Need: Towards Efficient Classification of Domain-Specific Text","created":"2023-03-31","cited_by_count":1,"area":null},{"id":"2402.05645","title":"Investigating Reproducibility in Deep Learning-Based Software Fault Prediction","created":"2024-02-08","cited_by_count":1,"area":null},{"id":"2405.08658","title":"Beyond the Black Box: Do More Complex Deep Learning Models Provide Superior XAI Explanations?","created":"2024-05-14","cited_by_count":1,"area":null},{"id":"2407.05466","title":"Studying the Impact of TensorFlow and PyTorch Bindings on Machine Learning Software Quality","created":"2024-07-07","cited_by_count":1,"area":null},{"id":"2511.10909","title":"Bit-Accurate Modeling of GPU Matrix Multiply-Accumulate Units: Demystifying Numerical Discrepancy and Accuracy","created":"2025-11-14","cited_by_count":1,"area":null},{"id":"2310.17264","title":"Variance of ML-based software fault predictors: are we really improving fault prediction?","created":"2023-10-26","cited_by_count":0,"area":null},{"id":"2403.08438","title":"Reproducibility and Geometric Intrinsic Dimensionality: An Investigation on Graph Neural Network Research","created":"2024-03-13","cited_by_count":0,"area":null},{"id":"2411.09580","title":"Software Performance Engineering for Foundation Model-Powered Software","created":"2024-11-14","cited_by_count":0,"area":null},{"id":"2512.07983","title":"An Empirical Framework for Evaluating Semantic Preservation Using Hugging Face","created":"2025-12-08","cited_by_count":0,"area":null},{"id":"2601.17684","title":"A Model-Driven Lossless Compression Algorithm Resistant to Mismatch","created":"2026-01-25","cited_by_count":0,"area":null},{"id":"2603.28040","title":"Bit-Identical Medical Deep Learning via Structured Orthogonal Initialization","created":"2026-03-30","cited_by_count":0,"area":null},{"id":"2606.03019","title":"Reproducibility is the New Copyleft: Defining AGI-oriented Reproducible Builds","created":"2026-06-02","cited_by_count":0,"area":null},{"id":"2606.21045","title":"OVIG: Optimistic Verification of AI Training Integrity via Gradient Signals","created":"2026-06-19","cited_by_count":0,"area":null}],"next_cursor":null}