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 1051–1075 of 1387 papers

Title	Date	Tasks	Status
Zeroth-order Nonconvex Stochastic Optimization: Handling Constraints, High-Dimensionality and Saddle-Points	Sep 17, 2018	Stochastic OptimizationVocal Bursts Intensity Prediction	—Unverified
Zeroth-order Riemannian Averaging Stochastic Approximation Algorithms	Sep 25, 2023	Stochastic Optimization	—Unverified
Zeroth-order Stochastic Compositional Algorithms for Risk-Aware Learning	Dec 19, 2019	Stochastic Optimization	—Unverified
Stochastic Optimization with Non-stationary Noise: The Power of Moment Estimation	Jan 1, 2021	Stochastic Optimization	—Unverified
Using Statistics to Automate Stochastic Optimization	Sep 21, 2019	Stochastic Optimization	—Unverified
Convergence rates for the Adam optimizer	Jul 29, 2024	Stochastic Optimization	—Unverified
Efficient End-to-End Learning for Decision-Making: A Meta-Optimization Approach	May 16, 2025	Computational EfficiencyDecision Making	—Unverified
A Latent Variational Framework for Stochastic Optimization	May 5, 2019	Bayesian InferenceStochastic Optimization	—Unverified
A Bias-Correction Decentralized Stochastic Gradient Algorithm with Momentum Acceleration	Jan 31, 2025	Stochastic Optimization	—Unverified
Accelerated Gradient Methods for Stochastic Optimization and Online Learning	Dec 1, 2009	Stochastic Optimization	—Unverified
Accelerated Mini-batch Randomized Block Coordinate Descent Method	Dec 1, 2014	Sparse LearningStochastic Optimization	—Unverified
Accelerated, Optimal, and Parallel: Some Results on Model-Based Stochastic Optimization	Jan 7, 2021	Stochastic Optimization	—Unverified
Accelerated Parameter-Free Stochastic Optimization	Mar 31, 2024	Stochastic Optimization	—Unverified
Accelerated Randomized Coordinate Descent Algorithms for Stochastic Optimization and Online Learning	Jun 5, 2018	Stochastic Optimization	—Unverified
Accelerated Reinforcement Learning	Oct 23, 2017	Policy Gradient Methodsreinforcement-learning	—Unverified
Accelerate Stochastic Subgradient Method by Leveraging Local Growth Condition	Jul 4, 2016	Stochastic Optimization	—Unverified
Accelerated zero-order SGD under high-order smoothness and overparameterized regime	Nov 21, 2024	Stochastic Optimization	—Unverified
Accelerate RNN-based Training with Importance Sampling	Oct 31, 2017	Stochastic Optimization	—Unverified
Practical Operator Sketching Framework for Accelerating Iterative Data-Driven Solutions in Inverse Problems	Aug 31, 2022	DenoisingDimensionality Reduction	—Unverified
Accelerating Distributed Stochastic Optimization via Self-Repellent Random Walks	Jan 18, 2024	Stochastic Optimization	—Unverified
Accelerating first order optimization algorithms	May 1, 2019	Stochastic Optimization	—Unverified
Accelerating First-Order Optimization Algorithms	Sep 25, 2019	Stochastic Optimization	—Unverified
Accelerating Minibatch Stochastic Gradient Descent using Typicality Sampling	Mar 11, 2019	Reinforcement LearningReinforcement Learning (RL)	—Unverified
Accelerating SGD for Distributed Deep-Learning Using Approximated Hessian Matrix	Sep 15, 2017	Deep LearningSecond-order methods	—Unverified
Accelerating Stochastic Gradient Descent For Least Squares Regression	Apr 26, 2017	regressionStochastic 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