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 551–575 of 1387 papers

Title	Date	Tasks	Status
Energy-Efficient Dynamic Edge Computing with Electromagnetic Field Exposure Constraints	Apr 27, 2022	Edge-computingStochastic Optimization	—Unverified
Streaming Algorithms for High-Dimensional Robust Statistics	Apr 26, 2022	Stochastic OptimizationVocal Bursts Intensity Prediction	—Unverified
An Online Stochastic Optimization Approach for Insulin Intensification in Type 2 Diabetes with Attention to Pseudo-Hypoglycemia	Apr 24, 2022	Stochastic Optimization	CodeCode Available
On Arbitrary Compression for Decentralized Consensus and Stochastic Optimization over Directed Networks	Apr 18, 2022	Stochastic Optimization	—Unverified
Evolutionary Algorithms for Limiting the Effect of Uncertainty for the Knapsack Problem with Stochastic Profits	Apr 12, 2022	Evolutionary AlgorithmsStochastic Optimization	—Unverified
Rockafellian Relaxation and Stochastic Optimization under Perturbations	Apr 10, 2022	Novel ConceptsStochastic Optimization	—Unverified
Distributed Evolution Strategies for Black-box Stochastic Optimization	Apr 9, 2022	Evolutionary AlgorithmsStochastic Optimization	—Unverified
Nonlinear gradient mappings and stochastic optimization: A general framework with applications to heavy-tail noise	Apr 6, 2022	Stochastic Optimization	—Unverified
Supervised Robustness-preserving Data-free Neural Network Pruning	Apr 2, 2022	Network PruningStochastic Optimization	CodeCode Available
AdaSmooth: An Adaptive Learning Rate Method based on Effective Ratio	Apr 2, 2022	Stochastic Optimization	—Unverified
Data Sampling Affects the Complexity of Online SGD over Dependent Data	Mar 31, 2022	Stochastic Optimization	—Unverified
Optimal Management of a Smart Port with Shore-Connection and Hydrogen Supplying by Stochastic Model Predictive Control	Mar 31, 2022	ManagementModel Predictive Control	—Unverified
Learning from Label Proportions with Instance-wise Consistency	Mar 24, 2022	Learning TheoryStochastic Optimization	CodeCode Available
Two-timescale Resource Allocation for Automated Networks in IIoT	Mar 24, 2022	channel selectionenergy management	—Unverified
Socially Fair Mitigation of Misinformation on Social Networks via Constraint Stochastic Optimization	Mar 23, 2022	FairnessMisinformation	CodeCode Available
A Local Convergence Theory for the Stochastic Gradient Descent Method in Non-Convex Optimization With Non-isolated Local Minima	Mar 21, 2022	Stochastic Optimization	—Unverified
Implicit Parameter-free Online Learning with Truncated Linear Models	Mar 19, 2022	Stochastic Optimization	—Unverified
Accelerating Stochastic Probabilistic Inference	Mar 15, 2022	Second-order methodsStochastic Optimization	—Unverified
Comparing Two Samples Through Stochastic Dominance: A Graphical Approach	Mar 15, 2022	Stochastic OptimizationVocal Bursts Valence Prediction	CodeCode Available
The Role of Local Steps in Local SGD	Mar 14, 2022	Stochastic Optimization	—Unverified
A Machine Learning Approach for Prosumer Management in Intraday Electricity Markets	Mar 11, 2022	BIG-bench Machine LearningManagement	—Unverified
Minimizing the AoI in Resource-Constrained Multi-Source Relaying Systems: Dynamic and Learning-based Scheduling	Mar 10, 2022	Deep Reinforcement LearningScheduling	—Unverified
False Data Injection Attack on Electric Vehicle-Assisted Voltage Regulation	Mar 9, 2022	Capacity EstimationStochastic Optimization	—Unverified
Unsupervised Alignment of Distributional Word Embeddings	Mar 9, 2022	Bilingual Lexicon InductionMachine Translation	—Unverified
Robust Modeling of Unknown Dynamical Systems via Ensemble Averaged Learning	Mar 7, 2022	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