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 326–350 of 1387 papers

Title	Date	Tasks	Status
Cost-Effective Two-Stage Network Slicing for Edge-Cloud Orchestrated Vehicular Networks	Dec 31, 2022	Reinforcement Learning (RL)Stochastic Optimization	—Unverified
Conjugate-gradient-based Adam for stochastic optimization and its application to deep learning	Feb 29, 2020	ClassificationGeneral Classification	—Unverified
ASOC: An Adaptive Parameter-free Stochastic Optimization Techinique for Continuous Variables	Jun 26, 2015	Evolutionary AlgorithmsStochastic Optimization	—Unverified
Assessment of Reinforcement Learning Algorithms for Nuclear Power Plant Fuel Optimization	May 9, 2023	Combinatorial OptimizationDeep Reinforcement Learning	—Unverified
Cross-Entropy Optimization for Hyperparameter Optimization in Stochastic Gradient-based Approaches to Train Deep Neural Networks	Sep 14, 2024	Hyperparameter OptimizationStochastic Optimization	—Unverified
A State-Space Approach for Optimal Traffic Monitoring via Network Flow Sampling	Jun 24, 2013	Stochastic Optimization	—Unverified
ADMM without a Fixed Penalty Parameter: Faster Convergence with New Adaptive Penalization	Dec 1, 2017	Stochastic Optimization	—Unverified
Accelerate RNN-based Training with Importance Sampling	Oct 31, 2017	Stochastic Optimization	—Unverified
DaCapo: Score Distillation as Stacked Bridge for Fast and High-quality 3D Editing	Jan 1, 2025	3D scene EditingAttribute	—Unverified
CONGO: Compressive Online Gradient Optimization	Jul 8, 2024	Compressive SensingManagement	—Unverified
DASA: Delay-Adaptive Multi-Agent Stochastic Approximation	Mar 25, 2024	AvgQ-Learning	—Unverified
Data augmentation as stochastic optimization	Sep 28, 2020	Data Augmentationregression	—Unverified
How Data Augmentation affects Optimization for Linear Regression	Oct 21, 2020	Data Augmentationregression	—Unverified
Data Dependent Convergence for Distributed Stochastic Optimization	Aug 30, 2016	Stochastic Optimization	—Unverified
Data driven Dirichlet sampling on manifolds	Dec 29, 2020	Stochastic Optimization	—Unverified
Data-Driven Estimation of Conditional Expectations, Application to Optimal Stopping and Reinforcement Learning	Jul 18, 2024	Stochastic Optimization	—Unverified
Data-driven satisficing measure and ranking	Jul 1, 2018	Stochastic Optimization	—Unverified
An Upper Bound for Minimum True Matches in Graph Isomorphism with Simulated Annealing	Mar 29, 2019	Combinatorial OptimizationGraph Matching	—Unverified
Day-Ahead and Intra-Day Planning of Integrated BESS-PV Systems providing Frequency Regulation	Apr 15, 2021	ManagementStochastic Optimization	—Unverified
DEAM: Adaptive Momentum with Discriminative Weight for Stochastic Optimization	Jul 25, 2019	Stochastic Optimization	—Unverified
Debiasing Conditional Stochastic Optimization	Apr 20, 2023	Causal InferenceStochastic Optimization	—Unverified
Decentralized Multi-Task Stochastic Optimization With Compressed Communications	Dec 23, 2021	Stochastic Optimization	—Unverified
Decentralized Online Learning with Kernels	Oct 11, 2017	General ClassificationMulti-class Classification	—Unverified
Decentralized Stochastic Bilevel Optimization with Improved per-Iteration Complexity	Oct 23, 2022	Bilevel OptimizationHyperparameter Optimization	—Unverified
Concentration Inequalities for the Stochastic Optimization of Unbounded Objectives with Application to Denoising Score Matching	Feb 12, 2025	DenoisingStochastic Optimization	—Unverified

Show:10 25 50

← PrevPage 14 of 56Next →

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