7k citations
- University of California, Santa BarbaraUS109 papers
- Microsoft Research (United Kingdom)GB45 papers
- University of California, BerkeleyUS45 papers
- ETH ZurichCH44 papers
- University of Maryland, College ParkUS43 papers
- Carnegie Mellon UniversityUS39 papers
- Stanford UniversityUS39 papers
- University of WashingtonUS35 papers
- Cornell UniversityUS32 papers
- Princeton UniversityUS31 papers
- California Institute of TechnologyUS28 papers
- Georgia Institute of TechnologyUS24 papers
Showing 2016 · cs.AIShow all
3 papers · 2 filters
cs.AI2016★ 1 cited
A Sparse Nonlinear Classifier Design Using AUC Optimization
Vishal Kakkar, Shirish K. Shevade, S Sundararajan +1
AUC (Area under the ROC curve) is an important performance measure for applications where the data is highly imbalanced. Learning to maximize AUC performance is thus an important r…
cs.AI2016★ 103 cited
Neuro-Symbolic Program Synthesis
Emilio Parisotto, Abdel-rahman Mohamed, Rishabh Singh +3
Recent years have seen the proposal of a number of neural architectures for the problem of Program Induction. Given a set of input-output examples, these architectures are able to…
cs.AI2016★ 44 cited
Identifying Unknown Unknowns in the Open World: Representations and Policies for Guided Exploration
Himabindu Lakkaraju, Ece Kamar, Rich Caruana +1
Predictive models deployed in the real world may assign incorrect labels to instances with high confidence. Such errors or unknown unknowns are rooted in model incompleteness, and…