Machine Learning Explainability and Robustness: Connected at the Hip. [KDD 2020]
Anupam Datta, Matt Fredrikson, Klas Leino, Lu, Kaiji, Shayak Sen, and Zifan Wang. " Machine Learning Explainability and Robustness: Connected at the Hip." KDD 2020
CV
Education
- B.S. in GitHub, GitHub University, 2012
- M.S. in Jekyll, GitHub University, 2014
- Ph.D in Version Control Theory, GitHub University, 2018 (expected)
Work experience
- Summer 2015: Research Assistant
- Github University
- Duties included: Tagging issues
- Supervisor: Professor Git
- Fall 2015: Research Assistant
- Github University
- Duties included: Merging pull requests
- Supervisor: Professor Hub
Skills
- Skill 1
- Skill 2
- Sub-skill 2.1
- Sub-skill 2.2
- Sub-skill 2.3
- Skill 3
Publications
Gender Bias in Neural Natural Language Processing. [Springer 2020]
Lu, Kaiji, Piotr Mardziel, Fangjing Wu, Preetam Amancharla, and Anupam Datta. "IGender Bias in Neural Natural Language Processing. ." Springer 2020
Influence Paths for Characterizing Subject-Verb Number Agreement in LSTM Language Models. [ACL 2020]
Lu, Kaiji, Piotr Mardziel, Klas Leino, Matt Fredrikson, and Anupam Datta. "Influence Paths for Characterizing Subject-VerbNumber Agreement in LSTM Language Models.." ACL 2020
Influence Patterns for Explaining Information Flow in BERT [NeurIPS 2021]
Lu, Kaiji, Zifan Wang, Piotr Mardziel, and Anupam Datta. "Influence Patterns for Explaining Information Flow in BERT." NeurIPS, 2021.
Talks
AAAI-Tutorial-2021: From Explanability to Model Quality and Back Again
at Anupam Datta, Matt Fredrikson, Klas Leino, Kaiji Lu, Shayak Sen, Zifan Wang,
KDD-Tutorial-2021: Machine Learning Explainability and Robustness: Connected at the Hip
at Anupam Datta, Matt Fredrikson, Klas Leino, Kaiji Lu, Shayak Sen, Zifan Wang,
NIPS-Demo-2021: Exploring Conceptual Soundness with TruLens
at Anupam Datta, Matt Fredrikson, Klas Leino, Kaiji Lu, Shayak Sen, Ricardo Shih, Zifan Wang,
Teaching
Service and leadership
- Currently signed in to 43 different slack teams