Sotabase

Career

· Full Professor, UC Irvine2024–
· Co-Founder And CTO, Envive (formerly Spiffy AI)2023–
· Allen AI Fellow, Allen Institute for AI (AI2)2021–2023
· Associate Professor, UC Irvine2021–2024
· Assistant Professor, UC Irvine2016–2021
· Postdoctoral Research Associate, University of Washington2013–2016
· Research Intern, Microsoft2012–2012
· Research Intern, Google2010–2010
· Software Engineer (Intern), Yahoo!2009–2009
· Research Assistant, University of Massachusetts Amherst2008–2013
· Teaching Assistant, University of Massachusetts Amherst2008–2008
· Software Engineer (Intern), Google2007–2007
· Research Assistant, Vanderbilt University2005–2007
· Teaching Assistant, Vanderbilt University2004–2005
· Research Assistant, Institute for Software Integrated Systems

Publications (214)

“Why Should I Trust You?”: Explaining the Predictions of Any Classifier
North American Chapter of the Association for Computational Linguistics · 2016
20,081
cited
Anchors: High-Precision Model-Agnostic Explanations
AAAI Conference on Artificial Intelligence · 2018
2,241
cited
Calibrate Before Use: Improving Few-Shot Performance of Language Models
International Conference on Machine Learning · 2021
1,708
cited
Novelty detection: a review - part 1: statistical approaches
Signal Processing · 2003
1,583
cited
Beyond Accuracy: Behavioral Testing of NLP Models with CheckList
Annual Meeting of the Association for Computational Linguistics · 2020
1,261
cited
Universal Adversarial Triggers for Attacking and Analyzing NLP
Conference on Empirical Methods in Natural Language Processing · 2019
996
cited
Fooling LIME and SHAP: Adversarial Attacks on Post hoc Explanation Methods
AAAI/ACM Conference on AI, Ethics, and Society · 2019
970
cited
Novelty detection: a review - part 2: : neural network based approaches
Signal Processing · 2003
946
cited
Model-Agnostic Interpretability of Machine Learning
arXiv.org · 2016
921
cited
Knowledge Enhanced Contextual Word Representations
Conference on Empirical Methods in Natural Language Processing · 2019
715
cited
Semantically Equivalent Adversarial Rules for Debugging NLP models
Annual Meeting of the Association for Computational Linguistics · 2018
537
cited
Evaluating Models’ Local Decision Boundaries via Contrast Sets
Findings · 2020
422
cited
Approaches to Multisensor Data Fusion in Target Tracking: A Survey
IEEE Transactions on Knowledge and Data Engineering · 2006
398
cited
Shape recovery algorithms using level sets in 2-D/3-D medical imagery: a state-of-the-art review
IEEE Transactions on Information Technology in Biomedicine · 2002
384
cited
A Multi-Objective Algorithm based upon Particle Swarm Optimisation, an Efficient Data Structure and
2002
322
cited
Using unconstrained elite archives for multiobjective optimization
IEEE Transactions on Evolutionary Computation · 2003
259
cited
Design Challenges for Entity Linking
Transactions of the Association for Computational Linguistics · 2015
222
cited
Reliable Post hoc Explanations: Modeling Uncertainty in Explainability
Neural Information Processing Systems · 2020
203
cited
Multi-band Polarization Imaging and Applications
Advances in Computer Vision and Pattern Recognition · 2016
202
cited
Concealed Data Poisoning Attacks on NLP Models
North American Chapter of the Association for Computational Linguistics · 2021
199
cited
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