Sotabase

Career

· Director, Artificial Intelligence Interdisciplinary Institute at Maryland (AIM)2024–
· Senior Principal Researcher, Microsoft2017–2025
· Professor, University of Maryland2010–
· Assistant Professor, University of Utah2006–2010
· PhD, Computer Sciences, University of Southern California2001–2006
· BS, Math, Carnegie Mellon University1998–2001
· High School, Poly1985–1998

Publications (238)

Datasheets for datasets
Communications of the ACM · 2018
2,607
cited
Frustratingly Easy Domain Adaptation
Annual Meeting of the Association for Computational Linguistics · 2007
1,834
cited
Co-regularized Multi-view Spectral Clustering
Neural Information Processing Systems · 2011
1,251
cited
Domain Adaptation for Statistical Classifiers
Journal of Artificial Intelligence Research · 2006
918
cited
Improving Fairness in Machine Learning Systems: What Do Industry Practitioners Need?
International Conference on Human Factors in Computing Systems · 2018
909
cited
A Co-training Approach for Multi-view Spectral Clustering
International Conference on Machine Learning · 2011
855
cited
Deep Unordered Composition Rivals Syntactic Methods for Text Classification
Annual Meeting of the Association for Computational Linguistics · 2015
837
cited
Generalized Multiview Analysis: A discriminative latent space
2012 IEEE Conference on Computer Vision and Pattern Recognition · 2012
740
cited
Search-based structured prediction
Machine-mediated learning · 2009
595
cited
Learning Task Grouping and Overlap in Multi-task Learning
International Conference on Machine Learning · 2012
537
cited
Midge: Generating Image Descriptions From Computer Vision Detections
Conference of the European Chapter of the Association for Computational Linguistics · 2012
490
cited
Corpus-Guided Sentence Generation of Natural Images
Conference on Empirical Methods in Natural Language Processing · 2011
421
cited
A Neural Network for Factoid Question Answering over Paragraphs
Conference on Empirical Methods in Natural Language Processing · 2014
373
cited
Incorporating Lexical Priors into Topic Models
Conference of the European Chapter of the Association for Computational Linguistics · 2012
338
cited
When Does Machine Learning FAIL? Generalized Transferability for Evasion and Poisoning Attacks
USENIX Security Symposium · 2018
315
cited
Bayesian Query-Focused Summarization
Annual Meeting of the Association for Computational Linguistics · 2006
286
cited
Learning as search optimization: approximate large margin methods for structured prediction
International Conference on Machine Learning · 2005
280
cited
Learning to Search in Branch and Bound Algorithms
Neural Information Processing Systems · 2014
268
cited
Learning to Search Better than Your Teacher
International Conference on Machine Learning · 2015
233
cited
Expert, Crowdsourced, and Machine Assessment of Suicide Risk via Online Postings
CLPsych@NAACL-HTL · 2018
215
cited
Sotabase