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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
872009
Scalable multiagent planning using probabilistic inference
A Kumar, S Zilberstein, M Toussaint
Twenty-Second International Joint Conference on Artificial Intelligence, 2011
772011
Constraint-based dynamic programming for decentralized POMDPs with structured interactions
A Kumar, S Zilberstein
IFAAMS, 2009
672009
Credit assignment for collective multiagent RL with global rewards
DT Nguyen, A Kumar, HC Lau
Advances in neural information processing systems 31, 2018
642018
Anytime planning for decentralized POMDPs using expectation maximization
A Kumar, S Zilberstein
arXiv preprint arXiv:1203.3490, 2012
572012
Approximate inference in collective graphical models
D Sheldon, T Sun, A Kumar, T Dietterich
International Conference on Machine Learning, 1004-1012, 2013
532013
Point-based backup for decentralized POMPDs: Complexity and new algorithms
A Kumar, S Zilberstein
IFAAMAS 1, 1315, 2010
532010
Policy gradient with value function approximation for collective multiagent planning
DT Nguyen, A Kumar, HC Lau
Advances in neural information processing systems 30, 2017
412017
Probabilistic inference techniques for scalable multiagent decision making
A Kumar, S Zilberstein, M Toussaint
Journal of Artificial Intelligence Research 53, 223-270, 2015
402015
Collective multiagent sequential decision making under uncertainty
DT Nguyen, A Kumar, HC Lau
Thirty-First AAAI conference on artificial intelligence, 2017
392017
Optimization approaches for solving chance constrained stochastic orienteering problems
P Varakantham, A Kumar
International conference on algorithmic decision theory, 387-398, 2013
352013
Message passing for collective graphical models
T Sun, D Sheldon, A Kumar
International Conference on Machine Learning, 853-861, 2015
342015
Tournament versus fitness uniform selection
S Legg, M Hutter, A Kumar
Proceedings of the 2004 Congress on Evolutionary Computation (IEEE Cat. No …, 2004
342004
Event-detecting multi-agent MDPs: Complexity and constant-factor approximation
A Kumar, S Zilberstein
332009
Lagrangian relaxation techniques for scalable spatial conservation planning
A Kumar, X Wu, S Zilberstein
Twenty-sixth AAAI Conference on Artificial Intelligence, 2012
282012
Dynamic programming approximations for partially observable stochastic games
A Kumar, S Zilberstein
AAAI Press, 2009
262009
Collective diffusion over networks: Models and inference
A Kumar, D Sheldon, B Srivastava
arXiv preprint arXiv:1309.6841, 2013
242013
Message-passing algorithms for quadratic programming formulations of MAP estimation
A Kumar, S Zilberstein
arXiv preprint arXiv:1202.3739, 2012
232012
H-DPOP: Using Hard Constraints for Search Space Pruning in DCOP.
A Kumar, A Petcu, B Faltings
AAAI, 325-330, 2008
232008
Robust influence maximization
M Lowalekar, P Varakantham, A Kumar
IFAAMAS, 2016
222016
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