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
Decentralized Online Learning with Kernels	Oct 11, 2017	General ClassificationMulti-class Classification	—Unverified
SGD for robot motion? The effectiveness of stochastic optimization on a new benchmark for biped locomotion tasks	Oct 9, 2017	Stochastic Optimization	CodeCode Available
Stochastic Nonconvex Optimization with Large Minibatches	Sep 25, 2017	Stochastic Optimization	—Unverified
Accelerating SGD for Distributed Deep-Learning Using Approximated Hessian Matrix	Sep 15, 2017	Deep LearningSecond-order methods	—Unverified
Causality-Aided Falsification	Sep 8, 2017	Stochastic Optimization	—Unverified
A Modular Analysis of Adaptive (Non-)Convex Optimization: Optimism, Composite Objectives, and Variational Bounds	Sep 8, 2017	Stochastic Optimization	—Unverified
A deep generative model for gene expression profiles from single-cell RNA sequencing	Sep 7, 2017	Stochastic OptimizationVariational Inference	CodeCode Available
Learning Implicit Generative Models Using Differentiable Graph Tests	Sep 4, 2017	Stochastic Optimization	—Unverified
A Convergence Analysis for A Class of Practical Variance-Reduction Stochastic Gradient MCMC	Sep 4, 2017	Stochastic Optimization	—Unverified
Hydroassets Portfolio Management for Intraday Electricity Trading from a Discrete Time Stochastic Optimization Perspective	Aug 24, 2017	ManagementStochastic Optimization	—Unverified
Weighted parallel SGD for distributed unbalanced-workload training system	Aug 16, 2017	Stochastic Optimization	—Unverified
Style2Vec: Representation Learning for Fashion Items from Style Sets	Aug 14, 2017	Image ClassificationRecommendation Systems	CodeCode Available
Non-stationary Stochastic Optimization under L_p,q-Variation Measures	Aug 9, 2017	Stochastic Optimization	—Unverified
Stochastic Optimization with Bandit Sampling	Aug 8, 2017	Stochastic Optimization	—Unverified
Thompson Sampling Guided Stochastic Searching on the Line for Deceptive Environments with Applications to Root-Finding Problems	Aug 5, 2017	Stochastic OptimizationThompson Sampling	—Unverified
Stochastic Convex Optimization: Faster Local Growth Implies Faster Global Convergence	Aug 1, 2017	Stochastic Optimization	—Unverified
Follow the Moving Leader in Deep Learning	Aug 1, 2017	Deep LearningStochastic Optimization	—Unverified
Dynamic Stochastic Approximation for Multi-stage Stochastic Optimization	Jul 11, 2017	Stochastic Optimization	—Unverified
Unsupervised Submodular Rank Aggregation on Score-based Permutations	Jul 4, 2017	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available
Temporal Action Co-Segmentation in 3D Motion Capture Data and Videos	Jul 1, 2017	Dynamic Time WarpingStochastic Optimization	—Unverified
A Unified Analysis of Stochastic Optimization Methods Using Jump System Theory and Quadratic Constraints	Jun 25, 2017	Stochastic Optimization	—Unverified
Improved Optimization of Finite Sums with Minibatch Stochastic Variance Reduced Proximal Iterations	Jun 21, 2017	Stochastic Optimization	—Unverified
A Unified Approach to Adaptive Regularization in Online and Stochastic Optimization	Jun 20, 2017	Stochastic Optimization	—Unverified
On the convergence of mirror descent beyond stochastic convex programming	Jun 18, 2017	Stochastic Optimization	—Unverified
Stochastic Reformulations of Linear Systems: Algorithms and Convergence Theory	Jun 4, 2017	Stochastic Optimization	—Unverified

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