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 626–650 of 1387 papers

Title	Date	Tasks	Status
Convergence of Momentum-Based Optimization Algorithms with Time-Varying Parameters	Jun 13, 2025	Stochastic Optimization	—Unverified
A quantitative Robbins-Siegmund theorem	Oct 21, 2024	Stochastic Optimization	—Unverified
Katyusha: The First Direct Acceleration of Stochastic Gradient Methods	Mar 18, 2016	Stochastic Optimization	—Unverified
Katyusha Acceleration for Convex Finite-Sum Compositional Optimization	Oct 24, 2019	Stochastic Optimization	—Unverified
Convergence of adaptive algorithms for weakly convex constrained optimization	Jun 11, 2020	Stochastic Optimization	—Unverified
KOALA: A Kalman Optimization Algorithm with Loss Adaptivity	Jul 7, 2021	Language ModelingLanguage Modelling	—Unverified
Convergence of adaptive algorithms for constrained weakly convex optimization	Dec 1, 2021	Stochastic Optimization	—Unverified
A Q-Learning-based Approach for Distributed Beam Scheduling in mmWave Networks	Oct 17, 2021	ManagementQ-Learning	—Unverified
KKT Conditions, First-Order and Second-Order Optimization, and Distributed Optimization: Tutorial and Survey	Oct 5, 2021	Distributed OptimizationMultiobjective Optimization	—Unverified
Joint Training of Generic CNN-CRF Models with Stochastic Optimization	Nov 16, 2015	Stochastic Optimization	—Unverified
Joint Optimization of Production and Maintenance in Offshore Wind Farms: Balancing the Short- and Long-Term Needs of Wind Energy Operation	Mar 10, 2023	ManagementStochastic Optimization	—Unverified
Convergence of Adam for Non-convex Objectives: Relaxed Hyperparameters and Non-ergodic Case	Jul 20, 2023	Stochastic Optimization	—Unverified
Online Label Aggregation: A Variational Bayesian Approach	Jul 19, 2018	Bayesian InferenceStochastic Optimization	—Unverified
Joint Ground and Aerial Package Delivery Services: A Stochastic Optimization Approach	Aug 14, 2018	Stochastic Optimization	—Unverified
Joint Client Scheduling and Resource Allocation under Channel Uncertainty in Federated Learning	Jun 12, 2021	Federated LearningScheduling	—Unverified
Convergence diagnostics for stochastic gradient descent with constant step size	Oct 17, 2017	DiagnosticStochastic Optimization	—Unverified
A Projection Free Method for Generalized Eigenvalue Problem With a Nonsmooth Regularizer	Dec 1, 2015	Image SegmentationSemantic Segmentation	—Unverified
A Diffusion Theory For Deep Learning Dynamics: Stochastic Gradient Descent Exponentially Favors Flat Minima	Feb 10, 2020	Stochastic Optimization	—Unverified
Is Stochastic Gradient Descent Effective? A PDE Perspective on Machine Learning processes	Jan 14, 2025	Stochastic Optimization	—Unverified
IRS-aided Large-Scale MIMO Systems with Passive Constant Envelope Precoding	Feb 26, 2020	Stochastic Optimization	—Unverified
Identifying Cognitive Radars -- Inverse Reinforcement Learning using Revealed Preferences	Dec 1, 2019	reinforcement-learningReinforcement Learning	—Unverified
Convergence Analysis of Riemannian Stochastic Approximation Schemes	May 27, 2020	Stochastic Optimization	—Unverified
Last iterate convergence of SGD for Least-Squares in the Interpolation regime.	May 21, 2021	Stochastic Optimization	—Unverified
An adaptive stochastic optimization algorithm for resource allocation	Feb 12, 2019	Stochastic Optimization	—Unverified
An Empirical Study of Large-Batch Stochastic Gradient Descent with Structured Covariance Noise	Feb 21, 2019	Stochastic Optimization	—Unverified

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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