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 501–525 of 1387 papers

Title	Date	Tasks	Status	Hype
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	0
Implicit Parameter-free Online Learning with Truncated Linear Models	Mar 19, 2022	Stochastic Optimization	—Unverified	0
Accelerating Stochastic Probabilistic Inference	Mar 15, 2022	Second-order methodsStochastic Optimization	—Unverified	0
Comparing Two Samples Through Stochastic Dominance: A Graphical Approach	Mar 15, 2022	Stochastic OptimizationVocal Bursts Valence Prediction	CodeCode Available	0
The Role of Local Steps in Local SGD	Mar 14, 2022	Stochastic Optimization	—Unverified	0
A Machine Learning Approach for Prosumer Management in Intraday Electricity Markets	Mar 11, 2022	BIG-bench Machine LearningManagement	—Unverified	0
Minimizing the AoI in Resource-Constrained Multi-Source Relaying Systems: Dynamic and Learning-based Scheduling	Mar 10, 2022	Deep Reinforcement LearningScheduling	—Unverified	0
False Data Injection Attack on Electric Vehicle-Assisted Voltage Regulation	Mar 9, 2022	Capacity EstimationStochastic Optimization	—Unverified	0
Unsupervised Alignment of Distributional Word Embeddings	Mar 9, 2022	Bilingual Lexicon InductionMachine Translation	—Unverified	0
Robust Modeling of Unknown Dynamical Systems via Ensemble Averaged Learning	Mar 7, 2022	Stochastic Optimization	—Unverified	0
Recursive Monte Carlo and Variational Inference with Auxiliary Variables	Mar 5, 2022	AstronomyStochastic Optimization	CodeCode Available	0
Learning to Schedule Heuristics for the Simultaneous Stochastic Optimization of Mining Complexes	Feb 25, 2022	Combinatorial OptimizationScheduling	—Unverified	0
Goal-Oriented Communication for Edge Learning based on the Information Bottleneck	Feb 25, 2022	image-classificationImage Classification	—Unverified	0
Provable Stochastic Optimization for Global Contrastive Learning: Small Batch Does Not Harm Performance	Feb 24, 2022	Contrastive LearningSelf-Supervised Learning	CodeCode Available	1
Finite-Sum Coupled Compositional Stochastic Optimization: Theory and Applications	Feb 24, 2022	Meta-LearningStochastic Optimization	—Unverified	0
Large-scale Stochastic Optimization of NDCG Surrogates for Deep Learning with Provable Convergence	Feb 24, 2022	Information RetrievalRetrieval	CodeCode Available	0
Temporal Difference Learning with Continuous Time and State in the Stochastic Setting	Feb 16, 2022	reinforcement-learningStochastic Optimization	—Unverified	0
Surgical Scheduling via Optimization and Machine Learning with Long-Tailed Data	Feb 13, 2022	BIG-bench Machine LearningScheduling	—Unverified	0
Mining the manifolds of deep generative models for multiple data-consistent solutions of ill-posed tomographic imaging problems	Feb 10, 2022	Generative Adversarial NetworkStochastic Optimization	CodeCode Available	0
Personalization Improves Privacy-Accuracy Tradeoffs in Federated Learning	Feb 10, 2022	Federated LearningPersonalized Federated Learning	CodeCode Available	0
Online Learning for Min Sum Set Cover and Pandora's Box	Feb 10, 2022	Stochastic Optimization	—Unverified	0
Adapting to Mixing Time in Stochastic Optimization with Markovian Data	Feb 9, 2022	Stochastic Optimization	CodeCode Available	1
Energy Efficiency and Delay Tradeoff in an MEC-Enabled Mobile IoT Network	Feb 8, 2022	CPUEdge-computing	—Unverified	0
Variance reduced stochastic optimization over directed graphs with row and column stochastic weights	Feb 7, 2022	Stochastic Optimization	—Unverified	0
Stochastic Gradient Descent with Dependent Data for Offline Reinforcement Learning	Feb 6, 2022	Q-Learningreinforcement-learning	—Unverified	0

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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