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

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Showing 476–500 of 1387 papers

TitleStatusHype
Distributed stochastic optimization via matrix exponential learning—0
Automated Market Makers: A Stochastic Optimization Approach for Profitable Liquidity Concentration—0
Exact and Inexact Subsampled Newton Methods for Optimization—0
Distributed Stochastic Optimization under a General Variance Condition—0
Distributed Stochastic Optimization of the Regularized Risk—0
Exploiting Smoothness in Statistical Learning, Sequential Prediction, and Stochastic Optimization—0
A Unified Theory of Decentralized SGD with Changing Topology and Local Updates—0
A Gradient Smoothed Functional Algorithm with Truncated Cauchy Random Perturbations for Stochastic Optimization—0
Adaptive First-and Zeroth-order Methods for Weakly Convex Stochastic Optimization Problems—0
Accelerating Stochastic Gradient Descent For Least Squares Regression—0
Distributed Stochastic Optimization of a Neural Representation Network for Time-Space Tomography Reconstruction—0
Distributed stochastic optimization for deep learning (thesis)—0
A Unified Convergence Theorem for Stochastic Optimization Methods—0
Distributed Policy Gradient with Variance Reduction in Multi-Agent Reinforcement Learning—0
Fairness-aware Photovoltaic Generation Limits for Voltage Regulation in Power Distribution Networks using Conservative Linear Approximations—0
False Data Injection Attack on Electric Vehicle-Assisted Voltage Regulation—0
GTAdam: Gradient Tracking with Adaptive Momentum for Distributed Online Optimization—0
Fast determinantal point processes via distortion-free intermediate sampling—0
Faster Adaptive Decentralized Learning Algorithms—0
A Unified Approach to Adaptive Regularization in Online and Stochastic Optimization—0
Faster Eigenvector Computation via Shift-and-Invert Preconditioning—0
Distributed Evolution Strategies for Black-box Stochastic Optimization—0
Faster Rates of Convergence to Stationary Points in Differentially Private Optimization—0
Distributed Delayed Stochastic Optimization—0
Distributed and Stochastic Optimization Methods with Gradient Compression and Local Steps—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