SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1351–1387 of 1387 papers

TitleStatusHype
Dual coordinate solvers for large-scale structural SVMs—0
Stochastic Convex Optimization with Multiple Objectives—0
Online Robust PCA via Stochastic Optimization—0
Mixed Optimization for Smooth Functions—0
Estimation, Optimization, and Parallelism when Data is Sparse—0
Stochastic Optimization of Smooth Loss—0
Fundamental Limits of Online and Distributed Algorithms for Statistical Learning and Estimation—0
Stochastic Bound Majorization—0
Strategic Planning in Air Traffic Control as a Multi-objective Stochastic Optimization Problem—0
Stochastic Optimization for Machine Learning—0
MixedGrad: An O(1/T) Convergence Rate Algorithm for Stochastic Smooth Optimization—0
Non-stationary Stochastic Optimization—0
Stochastic Optimization of PCA with Capped MSG—0
A State-Space Approach for Optimal Traffic Monitoring via Network Flow Sampling—0
Quantum Annealing for Dirichlet Process Mixture Models with Applications to Network Clustering—0
Non Deterministic Logic Programs—0
Logical Stochastic Optimization—0
O(logT) Projections for Stochastic Optimization of Smooth and Strongly Convex Functions—0
Bayesian Nonparametric Dictionary Learning for Compressed Sensing MRI—0
Passive Learning with Target Risk—0
A Linearly Convergent Conditional Gradient Algorithm with Applications to Online and Stochastic Optimization—0
Ant Colony Algorithm for the Unsupervised Word Sense Disambiguation of Texts: Comparison and Evaluation—0
Stochastic optimization and sparse statistical recovery: Optimal algorithms for high dimensions—0
Optimal Regularized Dual Averaging Methods for Stochastic Optimization—0
Finite Sample Convergence Rates of Zero-Order Stochastic Optimization Methods—0
A Nonparametric Conjugate Prior Distribution for the Maximizing Argument of a Noisy Function—0
Online Stochastic Optimization with Multiple Objectives—0
Variational Bayesian Inference with Stochastic Search—0
Smoothed Functional Algorithms for Stochastic Optimization using q-Gaussian Distributions—0
Distributed Delayed Stochastic Optimization—0
Splitting method for spatio-temporal search efforts planning—0
Online Learning for Latent Dirichlet Allocation—0
Nonparametric Density Estimation for Stochastic Optimization with an Observable State Variable—0
Fast Reinforcement Learning for Energy-Efficient Wireless Communications—0
Dual Averaging for Distributed Optimization: Convergence Analysis and Network Scaling—0
Adaptive Submodularity: Theory and Applications in Active Learning and Stochastic Optimization—0
Accelerated Gradient Methods for Stochastic Optimization and Online Learning—0
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All datasetsCIFAR-100 WRN-28-10 - 200 EpochsCIFAR-10 WRN-28-10 - 200 EpochsCIFAR-10 ResNet-18 - 200 EpochsImageNet ResNet-50 - 90 EpochsPenn Treebank (Character Level) 3x1000 LSTM - 500 EpochsCIFAR-10CIFAR-100ImageNet ResNet-50 - 50 EpochsImageNet ResNet-50 - 60 EpochsAG NewsCoLAMNIST

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AvaGradAccuracy81.24—Unverified
2AdaShiftAccuracy81.12—Unverified
3Adam (eps-adjusted)Accuracy81.04—Unverified
4SGDAccuracy80.95—Unverified
5AdamWAccuracy79.87—Unverified
6AdaBoundAccuracy77.24—Unverified
#ModelMetricClaimedVerifiedStatus
1Adam (eps-adjusted)Accuracy96.36—Unverified
2AvaGradAccuracy96.2—Unverified
3SGDAccuracy96.14—Unverified
4AdaShiftAccuracy95.92—Unverified
5AdamWAccuracy95.89—Unverified
6AdaBoundAccuracy94.6—Unverified
#ModelMetricClaimedVerifiedStatus
1SGD - cosine LR scheduleAccuracy95.55—Unverified
2LookaheadAccuracy95.27—Unverified
3SGDAccuracy95.23—Unverified
4ADAMAccuracy94.84—Unverified
#ModelMetricClaimedVerifiedStatus
1AvaGradTop 1 Accuracy76.51—Unverified
2SGDTop 1 Accuracy75.99—Unverified
3AdamWTop 1 Accuracy72.9—Unverified
4AdaBoundTop 1 Accuracy72.01—Unverified
#ModelMetricClaimedVerifiedStatus
1AdaBoundBit per Character (BPC)2.86—Unverified
2AdaShiftBit per Character (BPC)1.27—Unverified
3AdamWBit per Character (BPC)1.23—Unverified
4AvaGradBit per Character (BPC)1.18—Unverified
#ModelMetricClaimedVerifiedStatus
1Resnet18Accuracy (max)86.85—Unverified
2Resnet34Accuracy (max)86.14—Unverified
#ModelMetricClaimedVerifiedStatus
1Resnet18Accuracy (max)58.48—Unverified
2Resnet34Accuracy (max)54.5—Unverified
#ModelMetricClaimedVerifiedStatus
1SGDTop 5 Accuracy92.15—Unverified
2LookaheadTop 1 Accuracy75.13—Unverified
#ModelMetricClaimedVerifiedStatus
1LookaheadTop 1 Accuracy75.49—Unverified
2SGDTop 1 Accuracy75.15—Unverified
#ModelMetricClaimedVerifiedStatus
1BertAccuracy (max)93.99—Unverified
#ModelMetricClaimedVerifiedStatus
1BertAccuracy (max)86.34—Unverified
#ModelMetricClaimedVerifiedStatus
1MLPNLL0.05—Unverified