Akshat Kumar - Concepedia

Author

Akshat Kumar

University of Massachusetts Amherst

Also Known As

Akshat Kumar, Akshat Kumar Rai, Kumar, Akshat

147

Publications

1.2K

Citations

H-Index

Concepts

All Affiliations

University of Massachusetts Amherst Singapore Management University École Polytechnique Fédérale de Lausanne IBM Research - India

About

Akshat Kumar is an author at University of Massachusetts Amherst specializing in engineering, computer science, and operations research.

Top Concepts

#	Concept	H-Index	Publications	Citations
1	Engineering	14	23	661
2	Business	9	9	172
3	Management	3	3	86
4	Social Sciences	1	1	20
5	Behavioral Sciences	1	1	11

Akshat Kumar

Publications

968

Citations

H-Index

Page 1

	Year	Citations
ETSformer: Exponential Smoothing Transformers for Time-series Forecasting Gerald Woo, Chenghao Liu, Doyen Sahoo, arXiv (Cornell University) Exponential SmoothingForecasting MethodologyProbabilistic ForecastingEngineeringMachine Learning	2022	108
CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting Gerald Woo, Chenghao Liu, Doyen Sahoo, arXiv (Cornell University) Forecasting MethodologyConvolutional Neural NetworkEngineeringMachine LearningAutoencoders	2022	86
Distributed constraint optimization with structured resource constraints Akshat Kumar, Boi Faltings, Adrian Petcu EngineeringNetwork AnalysisDistributed Energy GenerationPractical Multi-agent SettingsConstraint Programming	2009	65
Credit Assignment For Collective Multiagent RL With Global Rewards Duc Thien Nguyen, Akshat Kumar, Hoong Chuin Lau Institutional Knowledge (InK) - Institutional Knowledge at Singapore Management University (Singapore Management University)	2018	61
InfraredTags: Embedding Invisible AR Markers and Barcodes Using Low-Cost, Infrared-Based 3D Printing and Imaging Tools Mustafa Doga Dogan, Ahmad Taka, Michael T. Lu, CHI Conference on Human Factors in Computing Systems	2022	57
Constraint-based dynamic programming for decentralized POMDPs with structured interactions Akshat Kumar, Shlomo Zilberstein Mathematical ProgrammingEngineeringGame TheoryMulti-agent LearningConstraint Programming	2009	43
Approximate Inference in Collective Graphical Models Daniel Sheldon, Tao Sun, Akshat Kumar, Institutional Knowledge (InK) - Institutional Knowledge at Singapore Management University (Singapore Management University) Collective Graphical ModelsApproximate Marginal InferenceEngineeringGraph TheoryMachine Learning	2013	39
Collective Multiagent Sequential Decision Making Under Uncertainty Duc Thien Nguyen, Akshat Kumar, Hoong Chuin Lau Proceedings of the AAAI Conference on Artificial Intelligence Artificial IntelligenceMathematical ProgrammingEngineeringAgent Decision-makingGame Theory	2017	38
Point-based backup for decentralized POMDPs: complexity and new algorithms Akshat Kumar, Shlomo Zilberstein Adaptive Agents and Multi-Agents Systems Artificial IntelligenceWeighted Csp LiteratureEngineeringData ScienceExpressive Framework	2010	37
Probabilistic Inference Techniques for Scalable Multiagent Decision Making Akshat Kumar, Shlomo Zilberstein, Marc Toussaint Journal of Artificial Intelligence Research Artificial IntelligenceEngineeringMachine LearningAgent Decision-makingExpressive Framework	2015	31

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