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 476–500 of 1387 papers

Title	Date	Tasks	Status	Hype
Learning-Based sensitivity analysis and feedback design for drug delivery of mixed therapy of cancer in the presence of high model uncertainties	May 16, 2022	Stochastic Optimization	—Unverified	0
Heavy-Tail Phenomenon in Decentralized SGD	May 13, 2022	Stochastic Optimization	—Unverified	0
Deep Stochastic Optimization in Finance	May 9, 2022	Stochastic Optimization	CodeCode Available	0
Decentralized Stochastic Optimization with Inherent Privacy Protection	May 8, 2022	Stochastic Optimization	—Unverified	0
Estimation and Inference by Stochastic Optimization	May 6, 2022	Stochastic Optimization	—Unverified	0
Towards QD-suite: developing a set of benchmarks for Quality-Diversity algorithms	May 6, 2022	DiversityStochastic Optimization	—Unverified	0
Communication-Efficient Adaptive Federated Learning	May 5, 2022	Federated LearningQuantization	CodeCode Available	1
Gradient Descent, Stochastic Optimization, and Other Tales	May 2, 2022	Stochastic Optimization	—Unverified	0
Energy-Efficient Dynamic Edge Computing with Electromagnetic Field Exposure Constraints	Apr 27, 2022	Edge-computingStochastic Optimization	—Unverified	0
Streaming Algorithms for High-Dimensional Robust Statistics	Apr 26, 2022	Stochastic OptimizationVocal Bursts Intensity Prediction	—Unverified	0
An Online Stochastic Optimization Approach for Insulin Intensification in Type 2 Diabetes with Attention to Pseudo-Hypoglycemia	Apr 24, 2022	Stochastic Optimization	CodeCode Available	0
On Arbitrary Compression for Decentralized Consensus and Stochastic Optimization over Directed Networks	Apr 18, 2022	Stochastic Optimization	—Unverified	0
Evolutionary Algorithms for Limiting the Effect of Uncertainty for the Knapsack Problem with Stochastic Profits	Apr 12, 2022	Evolutionary AlgorithmsStochastic Optimization	—Unverified	0
Rockafellian Relaxation and Stochastic Optimization under Perturbations	Apr 10, 2022	Novel ConceptsStochastic Optimization	—Unverified	0
Distributed Evolution Strategies for Black-box Stochastic Optimization	Apr 9, 2022	Evolutionary AlgorithmsStochastic Optimization	—Unverified	0
Nonlinear gradient mappings and stochastic optimization: A general framework with applications to heavy-tail noise	Apr 6, 2022	Stochastic Optimization	—Unverified	0
Supervised Robustness-preserving Data-free Neural Network Pruning	Apr 2, 2022	Network PruningStochastic Optimization	CodeCode Available	0
AdaSmooth: An Adaptive Learning Rate Method based on Effective Ratio	Apr 2, 2022	Stochastic Optimization	—Unverified	0
Optimal Management of a Smart Port with Shore-Connection and Hydrogen Supplying by Stochastic Model Predictive Control	Mar 31, 2022	ManagementModel Predictive Control	—Unverified	0
Data Sampling Affects the Complexity of Online SGD over Dependent Data	Mar 31, 2022	Stochastic Optimization	—Unverified	0
Exploiting Explainable Metrics for Augmented SGD	Mar 31, 2022	Stochastic Optimization	CodeCode Available	1
A Framework for Improving the Reliability of Black-box Variational Inference	Mar 29, 2022	Bayesian InferenceStochastic Optimization	CodeCode Available	1
Two-timescale Resource Allocation for Automated Networks in IIoT	Mar 24, 2022	channel selectionenergy management	—Unverified	0
Learning from Label Proportions with Instance-wise Consistency	Mar 24, 2022	Learning TheoryStochastic Optimization	CodeCode Available	0
Socially Fair Mitigation of Misinformation on Social Networks via Constraint Stochastic Optimization	Mar 23, 2022	FairnessMisinformation	CodeCode Available	0

Show:10 25 50

← PrevPage 20 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