conftrace_

generalization error

285 papers

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GE

Co-occurring keywords

generalization bound (652) stochastic gradient descent (1091) neural network (6616) learning theory (519) double descent (52) sample complexity (1169) active learning (1301) gradient descent (1144) support vector machine (978) neural network optimization (1293)

Papers

Generalization Error Analysis of Quantized Compressive Learning NIPS 2019
Learning and Data Selection in Big Datasets ICML 2019
Dynamics of stochastic gradient descent for two-layer neural networks in the teacher-student setup NIPS 2019
A Necessary and Sufficient Stability Notion for Adaptive Generalization NIPS 2019
Fine-grained Optimization of Deep Neural Networks NIPS 2019
Asymmetric Valleys: Beyond Sharp and Flat Local Minima NIPS 2019
Learning To Learn Around A Common Mean NIPS 2018
Orthogonality-Promoting Distance Metric Learning: Convex Relaxation and Theoretical Analysis ICML 2018
A Unified Analysis of Stochastic Momentum Methods for Deep Learning IJCAI 2018
When do random forests fail? NIPS 2018
Learning Overparameterized Neural Networks via Stochastic Gradient Descent on Structured Data NIPS 2018
Generalization Bounds of SGLD for Non-convex Learning: Two Theoretical Viewpoints COLT 2018
Parallelizing Stochastic Gradient Descent for Least Squares Regression: Mini-batching, Averaging, and Model Misspecification JMLR 2018
Data-Dependent Stability of Stochastic Gradient Descent ICML 2018
Training Neural Networks Using Features Replay NIPS 2018
Understanding Weight Normalized Deep Neural Networks with Rectified Linear Units NIPS 2018
Support Recovery for Orthogonal Matching Pursuit: Upper and Lower bounds NIPS 2018
The committee machine: Computational to statistical gaps in learning a two-layers neural network NIPS 2018
On Similarity Prediction and Pairwise Clustering ALT 2018
Finite Sample Analysis of LSTD with Random Projections and Eligibility Traces IJCAI 2018
Time-Accuracy Tradeoffs in Kernel Prediction: Controlling Prediction Quality JMLR 2017
Convexified Convolutional Neural Networks ICML 2017
Improving the Generalization Performance of Multi-class SVM via Angular Regularization IJCAI 2017
A Sample Complexity Measure with Applications to Learning Optimal Auctions NIPS 2017
Information-theoretic analysis of generalization capability of learning algorithms NIPS 2017