Grace A. Lewis
- Collaboration Challenges in Building ML-Enabled Systems: Communication, Documentation, Engineering, and Process
2021/10/19 by Nadia Nahar, Nahar, Nadia, Shurui Zhou +6 · 1 voice · 12 citations
Business, Management and Accounting · Computer Science · Decision Sciences · #Big Data and Business Intelligence #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering (cs.SE) #Software Engineering Research #cs.LG #cs.SE
- Data Leakage in Notebooks: Static Detection and Better Processes
2022/09/07 by Chenyang Yang, Yang, Chenyang, Rachel A Brower-Sinning +5 · 4 citations
Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning and Data Classification #Software Engineering (cs.SE) #Software Engineering Research
- Self-Adaptation in Industry: A Survey
2022/11/06 by Danny Weyns, Weyns, Danny, Ilias Gerostathopoulos +29 · 4 citations
Business, Management and Accounting · Computer Science · #Advanced Software Engineering Methodologies #D2 #FOS: Computer and information sciences #Service and Product Innovation #Software Engineering (cs.SE) #Software System Performance and Reliability
- Component Mismatches Are a Critical Bottleneck to Fielding AI-Enabled Systems in the Public Sector
2019/10/14 by Grace A. Lewis, Lewis, Grace A., Stephany Bellomo +3 · 1 citation
Business, Management and Accounting · Decision Sciences · Social Sciences · #Big Data and Business Intelligence #Computers and Society (cs.CY) #Data Quality and Management #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Characterizing and Detecting Mismatch in Machine-Learning-Enabled\n Systems
2021/03/25 by Grace A. Lewis, Lewis, Grace A., Stephany Bellomo +3 · 1 citation
Business, Management and Accounting · Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Big Data and Business Intelligence #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering (cs.SE) #Software Engineering Research
- MLTEing Models: Negotiating, Evaluating, and Documenting Model and System Qualities
2023/03/03 by Katherine R. Maffey, Maffey, Katherine R., Kyle Dotterrer +9 · 1 citation
Computer Science · Decision Sciences · Business, Management and Accounting · #Software Engineering Research #Scientific Computing and Data Management #Big Data and Business Intelligence
- Beyond Testers' Biases: Guiding Model Testing with Knowledge Bases using LLMs
2023/10/14 by Chenyang Yang, Rishabh Rustogi, Yang, Chenyang +9 · 1 citation
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Software Engineering (cs.SE) #Software Engineering Research #Software System Performance and Reliability #Software Testing and Debugging Techniques
- Using Quality Attribute Scenarios for ML Model Test Case Generation
2024/06/12 by Rachel Brower–Sinning, Brower-Sinning, Rachel, Grace A. Lewis +5 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model-Driven Software Engineering Techniques #Software Engineering (cs.SE) #Software System Performance and Reliability #Software Testing and Debugging Techniques