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 1176–1200 of 1387 papers

Title	Date	Tasks	Status	Hype
Weighted parallel SGD for distributed unbalanced-workload training system	Aug 16, 2017	Stochastic Optimization	—Unverified	0
Style2Vec: Representation Learning for Fashion Items from Style Sets	Aug 14, 2017	Image ClassificationRecommendation Systems	CodeCode Available	0
Non-stationary Stochastic Optimization under L_p,q-Variation Measures	Aug 9, 2017	Stochastic Optimization	—Unverified	0
Stochastic Optimization with Bandit Sampling	Aug 8, 2017	Stochastic Optimization	—Unverified	0
Thompson Sampling Guided Stochastic Searching on the Line for Deceptive Environments with Applications to Root-Finding Problems	Aug 5, 2017	Stochastic OptimizationThompson Sampling	—Unverified	0
Follow the Moving Leader in Deep Learning	Aug 1, 2017	Deep LearningStochastic Optimization	—Unverified	0
Stochastic Convex Optimization: Faster Local Growth Implies Faster Global Convergence	Aug 1, 2017	Stochastic Optimization	—Unverified	0
Dynamic Stochastic Approximation for Multi-stage Stochastic Optimization	Jul 11, 2017	Stochastic Optimization	—Unverified	0
Unsupervised Submodular Rank Aggregation on Score-based Permutations	Jul 4, 2017	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	0
Temporal Action Co-Segmentation in 3D Motion Capture Data and Videos	Jul 1, 2017	Dynamic Time WarpingStochastic Optimization	—Unverified	0
A Unified Analysis of Stochastic Optimization Methods Using Jump System Theory and Quadratic Constraints	Jun 25, 2017	Stochastic Optimization	—Unverified	0
Improved Optimization of Finite Sums with Minibatch Stochastic Variance Reduced Proximal Iterations	Jun 21, 2017	Stochastic Optimization	—Unverified	0
A Unified Approach to Adaptive Regularization in Online and Stochastic Optimization	Jun 20, 2017	Stochastic Optimization	—Unverified	0
On the convergence of mirror descent beyond stochastic convex programming	Jun 18, 2017	Stochastic Optimization	—Unverified	0
Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour	Jun 8, 2017	Stochastic Optimization	CodeCode Available	2
Stochastic Reformulations of Linear Systems: Algorithms and Convergence Theory	Jun 4, 2017	Stochastic Optimization	—Unverified	0
Biased Importance Sampling for Deep Neural Network Training	May 31, 2017	image-classificationImage Classification	CodeCode Available	0
Training Deep Networks without Learning Rates Through Coin Betting	May 22, 2017	Stochastic Optimization	CodeCode Available	1
Limited-Memory Matrix Adaptation for Large Scale Black-box Optimization	May 18, 2017	Stochastic Optimization	CodeCode Available	0
Comments on the proof of adaptive submodular function minimization	May 10, 2017	Active LearningStochastic Optimization	—Unverified	0
Accelerating Stochastic Gradient Descent For Least Squares Regression	Apr 26, 2017	regressionStochastic Optimization	—Unverified	0
Stochastic Optimization from Distributed, Streaming Data in Rate-limited Networks	Apr 25, 2017	Stochastic Optimization	—Unverified	0
Bandit Structured Prediction for Neural Sequence-to-Sequence Learning	Apr 21, 2017	Domain AdaptationMachine Translation	CodeCode Available	0
Performance Limits of Stochastic Sub-Gradient Learning, Part II: Multi-Agent Case	Apr 20, 2017	Stochastic Optimization	—Unverified	0
Importance Sampled Stochastic Optimization for Variational Inference	Apr 19, 2017	Probabilistic ProgrammingStochastic Optimization	—Unverified	0

Show:10 25 50

← PrevPage 48 of 56Next →

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