Akshat Kumar · Singapore Management University

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Works86 from public data

TitleCited by

Credit Assignment For Collective Multiagent RL With Global Rewards
Singapore Management University Institutional Knowledge (InK) (Singapore Management University) · 2018
114
InfraredTags: Embedding Invisible AR Markers and Barcodes Using Low-Cost, Infrared-Based 3D Printing and Imaging Tools
CHI Conference on Human Factors in Computing Systems · 2022
70
Distributed constraint optimization with structured resource constraints
Adaptive Agents and Multi-Agents Systems · 2009
67
Resource Constrained Deep Reinforcement Learning
Proceedings of the International Conference on Automated Planning and Scheduling · 2019
56
Scalable Multiagent Planning Using Probabilistic Inference
2011
48
Collective Multiagent Sequential Decision Making Under Uncertainty
Proceedings of the AAAI Conference on Artificial Intelligence · 2017
44
Approximate Inference in Collective Graphical Models
International Conference on Machine Learning · 2013
44
Optimization Approaches for Solving Chance Constrained Stochastic Orienteering Problems
Lecture notes in computer science · 2013
43
Constraint-based dynamic programming for decentralized POMDPs with structured interactions
Adaptive Agents and Multi-Agents Systems · 2009
43
Hierarchical Multiagent Reinforcement Learning for Maritime Traffic Management
Adaptive Agents and Multi-Agents Systems · 2020
41
Probabilistic Inference Techniques for Scalable Multiagent Decision Making
Journal of Artificial Intelligence Research · 2015
41
Dynamic Programming Approximations for Partially Observable Stochastic Games
The Florida AI Research Society · 2009
36
Point-based backup for decentralized POMDPs: complexity and new algorithms
2010
35
Message Passing for Collective Graphical Models
International Conference on Machine Learning · 2015
29
Multiagent Decision Making For Maritime Traffic Management
Proceedings of the AAAI Conference on Artificial Intelligence · 2019
25
Resource-Constrained Scheduling for Maritime Traffic Management
Proceedings of the AAAI Conference on Artificial Intelligence · 2018
22
Lagrangian Relaxation Techniques for Scalable Spatial Conservation Planning
Proceedings of the AAAI Conference on Artificial Intelligence · 2021
20
History-Based Controller Design and Optimization for Partially Observable MDPs
Proceedings of the International Conference on Automated Planning and Scheduling · 2015
20
Risk-Sensitive Stochastic Orienteering Problems for Trip Optimization in Urban Environments
ACM Transactions on Intelligent Systems and Technology · 2018
19
Dual Formulations for Optimizing Dec-POMDP Controllers
Proceedings of the International Conference on Automated Planning and Scheduling · 2016
19
Integrated Cooperation and Competition in Multi-Agent Decision-Making
Proceedings of the AAAI Conference on Artificial Intelligence · 2018
18
Event-detecting multi-agent MDPs: complexity and constant-factor approximation
International Joint Conference on Artificial Intelligence · 2009
18
An Artificial Immune System Based Approach for English Grammar Checking
Lecture notes in computer science · 2007
18
H-DPOP: using hard constraints for search space pruning in DCOP
Singapore Management University Institutional Knowledge (InK) (Singapore Management University) · 2008
17
Decentralized Planning in Stochastic Environments with Submodular Rewards
Proceedings of the AAAI Conference on Artificial Intelligence · 2017
16

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