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Application Areas

31,658 papers (3 classified directly here)

Subtopics

Domain Adaptation (8,962) Efficient Computing (6,898) Data Augmentation (3,720) Fairness (3,511) Knowledge Distillation (3,086) Privacy (2,847) Domain Generalization (1,834) Model Compression (1,718) Risk Management (1,064) Model Merging (558) Recommender Systems (315) Information Retrieval (244) Text Classification (139) Text Processing (5)

Papers per year

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Papers (including subtopics)

Submodular Multi-Label Learning NIPS 2011
Approximate Model Selection for Large Scale LSSVM ACML 2011
Linear-Time Estimators for Propensity Scores AISTATS 2011
Domain Adaptation with Coupled Subspaces AISTATS 2011
Dimensionality Reduction for Spectral Clustering AISTATS 2011
Spectral Clustering on a Budget AISTATS 2011
Assisting Main Task Learning by Heterogeneous Auxiliary Tasks with Applications to Skin Cancer Screening AISTATS 2011
Cross-Domain Object Matching with Model Selection AISTATS 2011
Bridging the Language Gap: Topic Adaptation for Documents with Different Technicality AISTATS 2011
Sample Complexity Bounds for Differentially Private Learning COLT 2011
Neyman-Pearson classification under a strict constraint COLT 2011
Contextual Bandits with Similarity Information COLT 2011
Differentially Private Empirical Risk Minimization JMLR 2011
MSVMpack: A Multi-Class Support Vector Machine Package JMLR 2011
Proximal Methods for Hierarchical Sparse Coding JMLR 2011
Neyman-Pearson Classification, Convexity and Stochastic Constraints JMLR 2011
A Dirty Model for Multi-task Learning NIPS 2010
Boosting Classifier Cascades NIPS 2010
Size Matters: Metric Visual Search Constraints from Monocular Metadata NIPS 2010
Hashing Hyperplane Queries to Near Points with Applications to Large-Scale Active Learning NIPS 2010
Co-regularization Based Semi-supervised Domain Adaptation NIPS 2010
Optimal Bayesian Recommendation Sets and Myopically Optimal Choice Query Sets NIPS 2010
Learning Bounds for Importance Weighting NIPS 2010
Random Projections for $k$-means Clustering NIPS 2010
Energy Disaggregation via Discriminative Sparse Coding NIPS 2010