conftrace_

Machine Learning

121,146 papers (10 classified directly here)

Subtopics

Learning Types (52,936) Core Methods (48,729) Optimization & Theory (36,874) Application Areas (31,658) Bayesian & Probabilistic (3,963) Learning Paradigms (2,054)

Papers per year

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527
1644
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15958
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Papers (including subtopics)

Efficient Representations for Lifelong Learning and Autoencoding COLT 2015
Optimally Combining Classifiers Using Unlabeled Data COLT 2015
Minimax Fixed-Design Linear Regression COLT 2015
Escaping the Local Minima via Simulated Annealing: Optimization of Approximately Convex Functions COLT 2015
Bandit Convex Optimization: \sqrtT Regret in One Dimension COLT 2015
Optimum Statistical Estimation with Strategic Data Sources COLT 2015
On the Complexity of Learning with Kernels COLT 2015
Learnability of Solutions to Conjunctive Queries: The Full Dichotomy COLT 2015
Sequential Information Maximization: When is Greedy Near-optimal? COLT 2015
Stochastic Block Model and Community Detection in Sparse Graphs: A spectral algorithm with optimal rate of recovery COLT 2015
On-Line Learning Algorithms for Path Experts with Non-Additive Losses COLT 2015
Truthful Linear Regression COLT 2015
A PTAS for Agnostically Learning Halfspaces COLT 2015
S2: An Efficient Graph Based Active Learning Algorithm with Application to Nonparametric Classification COLT 2015
Improved Sum-of-Squares Lower Bounds for Hidden Clique and Hidden Submatrix Problems COLT 2015
Contextual Dueling Bandits COLT 2015
Beyond Hartigan Consistency: Merge Distortion Metric for Hierarchical Clustering COLT 2015
Faster Algorithms for Testing under Conditional Sampling COLT 2015
Learning and inference in the presence of corrupted inputs COLT 2015
From Averaging to Acceleration, There is Only a Step-size COLT 2015
Variable Selection is Hard COLT 2015
Competing with the Empirical Risk Minimizer in a Single Pass COLT 2015
A Chaining Algorithm for Online Nonparametric Regression COLT 2015
Escaping From Saddle Points — Online Stochastic Gradient for Tensor Decomposition COLT 2015
Learning the dependence structure of rare events: a non-asymptotic study COLT 2015