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 826–850 of 1387 papers

TitleStatusHype
Scalable Control Variates for Monte Carlo Methods via Stochastic Optimization—0
Better Parameter-free Stochastic Optimization with ODE Updates for Coin-Betting—0
Disentangled Representation Learning and Generation with Manifold Optimization—0
Multiplicative noise and heavy tails in stochastic optimization—0
Convergence of adaptive algorithms for weakly convex constrained optimization—0
Sparse recovery by reduced variance stochastic approximation—0
Stochastic Saddle-Point Optimization for Wasserstein Barycenters—0
A Stochastic Subgradient Method for Distributionally Robust Non-Convex Learning—0
Beyond Worst-Case Analysis in Stochastic Approximation: Moment Estimation Improves Instance Complexity—0
UFO-BLO: Unbiased First-Order Bilevel Optimization—0
Online Stochastic Convex Optimization: Wasserstein Distance Variation—0
Recht-Ré Noncommutative Arithmetic-Geometric Mean Conjecture is False—0
A fast and simple modification of Newton's method helping to avoid saddle pointsCode0
The Power of Factorial Powers: New Parameter settings for (Stochastic) Optimization—0
Momentum-based variance-reduced proximal stochastic gradient method for composite nonconvex stochastic optimization—0
CoolMomentum: A Method for Stochastic Optimization by Langevin Dynamics with Simulated AnnealingCode0
Convergence Analysis of Riemannian Stochastic Approximation Schemes—0
Stochastic Optimization with Heavy-Tailed Noise via Accelerated Gradient ClippingCode0
k-sums: another side of k-meansCode0
Adaptive First-and Zeroth-order Methods for Weakly Convex Stochastic Optimization Problems—0
Scaling-up Distributed Processing of Data Streams for Machine Learning—0
Unbiased MLMC stochastic gradient-based optimization of Bayesian experimental designsCode0
Tiering as a Stochastic Submodular Optimization Problem—0
S-ADDOPT: Decentralized stochastic first-order optimization over directed graphsCode0
Learning to Estimate Driver Drowsiness from Car Acceleration Sensors using Weakly Labeled Data—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