Publications

Manuscripts Under Review / Preparation

• DebugML: A Debugging Framework for ML Pipelines
  Sunny Shree , Yu Lei, D. Richard Kuhn, and Raghu Kacker.
  Under Review.

• Data Debugging: Resolving Misclassifications in Machine Learning Models
  Sunny Shree , Yu Lei, D. Richard Kuhn, and Raghu Kacker.
  Under Review.

• Effect Of Model Compression on Influence Analysis
  Sunny Shree , Yu Lei, D. Richard Kuhn, and Raghu Kacker.
  Under Preparation.

2025

• Fairness Testing of Machine Learning Models Using Combinatorial Testing in Latent Space
  Arjun Dahal, Sunny Shree , Yu Lei, Raghu Kacker, and D. Richard Kuhn. In 2025 IEEE International Conference on Software Testing, Verification and Validation Workshops (ICSTW), IEEE – Article.

2024

• Leveraging Software Testing Techniques to Explain, Analyze, and Debug Machine Learning Models
  Sunny Shree.
  Computer Science and Engineering Dissertations. 400. MavMatrix – Article.

• Constructing Surrogate Models in Machine Learning Using Combinatorial Testing and Active Learning
  Sunny Shree , Krishna Khadka, Yu Lei, D. Richard Kuhn, and Raghu Kacker.
  In Proceedings of the 39th IEEE/ACM International Conference on Automated Software Engineering (ASE ‘24). Association for Computing Machinery, New York, NY, USA, 1645–1654. IEEE/ACM – Article.

• Proxima: A Proxy Model Based Approach To Influence Analysis
  Sunny Shree , Jaganmohan Chandrasekaran, Yu Lei, D. Richard Kuhn, and Raghu Kacker.
  In 2024 IEEE International Conference On Artificial Intelligence Testing (AITest), IEEE – Article.

• Assessing the Degree of Feature Interactions that Determine a Model Prediction
  Krishna Khadka, Sunny Shree , Yu Lei, Raghu Kacker, and D. Richard Kuhn. In 2024 IEEE International Conference on Software Testing, Verification and Validation Workshops (ICSTW), IEEE – Article).

2022

• DeltaExplainer: A Software Debugging Approach to Generating Counterfactual Explanations
  Sunny Shree , Jaganmohan Chandrasekaran, Yu Lei, D. Richard Kuhn, and Raghu Kacker.
  In 2022 IEEE International Conference On Artificial Intelligence Testing (AITest), IEEE – Article.