Stochastic Optimization

Stochastic Optimization is the task of optimizing certain objective functional by generating and using stochastic random variables. Usually the Stochastic Optimization is an iterative process of generating random variables that progressively finds out the minima or the maxima of the objective functional. Stochastic Optimization is usually applied in the non-convex functional spaces where the usual deterministic optimization such as linear or quadratic programming or their variants cannot be used.

Source: ASOC: An Adaptive Parameter-free Stochastic Optimization Techinique for Continuous Variables

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1351–1375 of 1387 papers

Title	Date	Tasks	Status
Dual coordinate solvers for large-scale structural SVMs	Dec 6, 2013	3D Object RecognitionAction Classification	—Unverified
Stochastic Convex Optimization with Multiple Objectives	Dec 1, 2013	Stochastic Optimization	—Unverified
Online Robust PCA via Stochastic Optimization	Dec 1, 2013	Stochastic Optimization	—Unverified
Mixed Optimization for Smooth Functions	Dec 1, 2013	Stochastic Optimization	—Unverified
Estimation, Optimization, and Parallelism when Data is Sparse	Dec 1, 2013	Stochastic Optimization	—Unverified
Stochastic Optimization of Smooth Loss	Nov 30, 2013	Stochastic Optimization	—Unverified
Fundamental Limits of Online and Distributed Algorithms for Statistical Learning and Estimation	Nov 14, 2013	Multi-Armed BanditsStochastic Optimization	—Unverified
Stochastic Bound Majorization	Sep 22, 2013	Stochastic Optimization	—Unverified
Strategic Planning in Air Traffic Control as a Multi-objective Stochastic Optimization Problem	Sep 16, 2013	Stochastic Optimization	—Unverified
Stochastic Optimization for Machine Learning	Aug 15, 2013	BIG-bench Machine LearningBinary Classification	—Unverified
MixedGrad: An O(1/T) Convergence Rate Algorithm for Stochastic Smooth Optimization	Jul 26, 2013	Stochastic Optimization	—Unverified
Non-stationary Stochastic Optimization	Jul 20, 2013	Stochastic Optimization	—Unverified
Stochastic Optimization of PCA with Capped MSG	Jul 5, 2013	Stochastic Optimization	—Unverified
A State-Space Approach for Optimal Traffic Monitoring via Network Flow Sampling	Jun 24, 2013	Stochastic Optimization	—Unverified
Quantum Annealing for Dirichlet Process Mixture Models with Applications to Network Clustering	May 19, 2013	ClusteringStochastic Optimization	—Unverified
Non Deterministic Logic Programs	Apr 26, 2013	Negationreinforcement-learning	—Unverified
Logical Stochastic Optimization	Apr 6, 2013	Stochastic Optimization	—Unverified
O(logT) Projections for Stochastic Optimization of Smooth and Strongly Convex Functions	Apr 2, 2013	Stochastic Optimization	—Unverified
Bayesian Nonparametric Dictionary Learning for Compressed Sensing MRI	Feb 12, 2013	compressed sensingDenoising	—Unverified
Passive Learning with Target Risk	Feb 8, 2013	Generalization BoundsLearning Theory	—Unverified
A Linearly Convergent Conditional Gradient Algorithm with Applications to Online and Stochastic Optimization	Jan 20, 2013	Open-Ended Question AnsweringStochastic Optimization	—Unverified
A Nonparametric Conjugate Prior Distribution for the Maximizing Argument of a Noisy Function	Dec 1, 2012	Stochastic Optimization	—Unverified
Ant Colony Algorithm for the Unsupervised Word Sense Disambiguation of Texts: Comparison and Evaluation	Dec 1, 2012	Machine TranslationStochastic Optimization	—Unverified
Stochastic optimization and sparse statistical recovery: Optimal algorithms for high dimensions	Dec 1, 2012	Stochastic OptimizationVocal Bursts Intensity Prediction	—Unverified
Finite Sample Convergence Rates of Zero-Order Stochastic Optimization Methods	Dec 1, 2012	Stochastic Optimization	—Unverified

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All datasets CIFAR-100 WRN-28-10 - 200 Epochs CIFAR-10 WRN-28-10 - 200 Epochs CIFAR-10 ResNet-18 - 200 Epochs ImageNet ResNet-50 - 90 Epochs Penn Treebank (Character Level) 3x1000 LSTM - 500 Epochs CIFAR-10 CIFAR-100 ImageNet ResNet-50 - 50 Epochs ImageNet ResNet-50 - 60 Epochs AG News CoLA MNIST

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	AvaGrad	Accuracy	81.24	—	Unverified
2	AdaShift	Accuracy	81.12	—	Unverified
3	Adam (eps-adjusted)	Accuracy	81.04	—	Unverified
4	SGD	Accuracy	80.95	—	Unverified
5	AdamW	Accuracy	79.87	—	Unverified
6	AdaBound	Accuracy	77.24	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Adam (eps-adjusted)	Accuracy	96.36	—	Unverified
2	AvaGrad	Accuracy	96.2	—	Unverified
3	SGD	Accuracy	96.14	—	Unverified
4	AdaShift	Accuracy	95.92	—	Unverified
5	AdamW	Accuracy	95.89	—	Unverified
6	AdaBound	Accuracy	94.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SGD - cosine LR schedule	Accuracy	95.55	—	Unverified
2	Lookahead	Accuracy	95.27	—	Unverified
3	SGD	Accuracy	95.23	—	Unverified
4	ADAM	Accuracy	94.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AvaGrad	Top 1 Accuracy	76.51	—	Unverified
2	SGD	Top 1 Accuracy	75.99	—	Unverified
3	AdamW	Top 1 Accuracy	72.9	—	Unverified
4	AdaBound	Top 1 Accuracy	72.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AdaBound	Bit per Character (BPC)	2.86	—	Unverified
2	AdaShift	Bit per Character (BPC)	1.27	—	Unverified
3	AdamW	Bit per Character (BPC)	1.23	—	Unverified
4	AvaGrad	Bit per Character (BPC)	1.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Resnet18	Accuracy (max)	86.85	—	Unverified
2	Resnet34	Accuracy (max)	86.14	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Resnet18	Accuracy (max)	58.48	—	Unverified
2	Resnet34	Accuracy (max)	54.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SGD	Top 5 Accuracy	92.15	—	Unverified
2	Lookahead	Top 1 Accuracy	75.13	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Lookahead	Top 1 Accuracy	75.49	—	Unverified
2	SGD	Top 1 Accuracy	75.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Bert	Accuracy (max)	93.99	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Bert	Accuracy (max)	86.34	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MLP	NLL	0.05	—	Unverified