Akshat Kumar
Akshat Kumar
Associate Professor, School of Information Systems, Singapore Management
Verified email at smu.edu.sg - Homepage
Title
Cited by
Cited by
Year
Distributed constraint optimization with structured resource constraints
A Kumar, B Faltings, A Petcu
IFAAMAS 2, 923, 2009
842009
Scalable multiagent planning using probabilistic inference
A Kumar, S Zilberstein, M Toussaint
Twenty-Second International Joint Conference on Artificial Intelligence, 2011
632011
Constraint-based dynamic programming for decentralized POMDPs with structured interactions
A Kumar, S Zilberstein
IFAAMS, 2009
612009
Point-Based Backup for Decentralized POMPDs: Complexity and New Algorithms
A Kumar, S Zilberstein
IFAAMAS 1, 1315, 2010
482010
Anytime planning for decentralized POMDPs using expectation maximization
A Kumar, S Zilberstein
arXiv preprint arXiv:1203.3490, 2012
472012
Approximate inference in collective graphical models
D Sheldon, T Sun, A Kumar, T Dietterich
International Conference on Machine Learning, 1004-1012, 2013
382013
Tournament versus fitness uniform selection
S Legg, M Hutter, A Kumar
Proceedings of the 2004 Congress on Evolutionary Computation (IEEE Cat. No …, 2004
342004
Optimization approaches for solving chance constrained stochastic orienteering problems
P Varakantham, A Kumar
International Conference on Algorithmic DecisionTheory, 387-398, 2013
282013
Policy gradient with value function approximation for collective multiagent planning
DT Nguyen, A Kumar, HC Lau
Advances in Neural Information Processing Systems, 4319-4329, 2017
272017
Event-detecting multi-agent MDPs: complexity and constant-factor approximation
A Kumar, S Zilberstein
272009
Probabilistic inference techniques for scalable multiagent decision making
A Kumar, S Zilberstein, M Toussaint
Journal of Artificial Intelligence Research 53, 223-270, 2015
252015
Lagrangian relaxation techniques for scalable spatial conservation planning
A Kumar, X Wu, S Zilberstein
Twenty-sixth AAAI Conference on Artificial Intelligence, 2012
252012
Collective multiagent sequential decision making under uncertainty
DT Nguyen, A Kumar, HC Lau
Thirty-First AAAI Conference on Artificial Intelligence, 2017
232017
Message passing for collective graphical models
T Sun, D Sheldon, A Kumar
International Conference on Machine Learning, 853-861, 2015
232015
Message-passing algorithms for quadratic programming formulations of MAP estimation
A Kumar, S Zilberstein
arXiv preprint arXiv:1202.3739, 2012
202012
Dynamic programming approximations for partially observable stochastic games
A Kumar, S Zilberstein
Twenty-Second International FLAIRS Conference, 2009
192009
H-DPOP: Using Hard Constraints for Search Space Pruning in DCOP.
A Kumar, A Petcu, B Faltings
AAAI, 325-330, 2008
192008
An artificial immune system based approach for English grammar checking
A Kumar, SB Nair
International Conference on Artificial Immune Systems, 348-357, 2007
192007
Credit assignment for collective multiagent RL with global rewards
DT Nguyen, A Kumar, HC Lau
Advances in Neural Information Processing Systems, 8102-8113, 2018
172018
MAP estimation for graphical models by likelihood maximization
A Kumar, S Zilberstein
Advances in Neural Information Processing Systems, 1180-1188, 2010
172010
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Articles 1–20