Akshat Kumar · Singapore Management University

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Academic lineage

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Students and postdocs5

Siow Meng Low
PhD student · until 2025 · Singapore Management University
From a thesis record ↗
Gerald Woo
PhD student · until 2024 · Singapore Management University
From a thesis record ↗
Jiajing Ling
PhD student · until 2023 · Singapore Management University
From a thesis record ↗
Arambam James Singh
PhD student · until 2021 · Singapore Management University
From a thesis record ↗
Duc Thien Nguyen
PhD student · until 2018 · Singapore Management University
From a thesis record ↗

Works86 from public data

TitleCited by

Credit Assignment For Collective Multiagent RL With Global Rewards
D. Nguyen, Akshat Kumar, H. Lau
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
Mustafa Doga Dogan, Ahmad Taka, Michael Lu, Yunyi Zhu, Akshat Kumar, Aakar Gupta, Stefanie Mueller
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
Abhinav Bhatia, Pradeep Varakantham, Akshat Kumar
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
D. Nguyen, Akshat Kumar, H. Lau
Proceedings of the AAAI Conference on Artificial Intelligence · 2017
44
Approximate Inference in Collective Graphical Models
D. Sheldon, Tao Sun, Akshat Kumar, Thomas G. Dietterich
International Conference on Machine Learning · 2013
44
Optimization Approaches for Solving Chance Constrained Stochastic Orienteering Problems
Pradeep Varakantham, Akshat Kumar
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
Arambam James Singh, Akshat Kumar, H. Lau
Adaptive Agents and Multi-Agents Systems · 2020
41
Probabilistic Inference Techniques for Scalable Multiagent Decision Making
Akshat Kumar, S. Zilberstein, Marc Toussaint
Journal of Artificial Intelligence Research · 2015
41
Dynamic Programming Approximations for Partially Observable Stochastic Games
Akshat Kumar, S. Zilberstein
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
Tao Sun, D. Sheldon, Akshat Kumar
International Conference on Machine Learning · 2015
29
Multiagent Decision Making For Maritime Traffic Management
Arambam James Singh, D. Nguyen, Akshat Kumar, H. Lau
Proceedings of the AAAI Conference on Artificial Intelligence · 2019
25
Resource-Constrained Scheduling for Maritime Traffic Management
Lucas Agussurja, Akshat Kumar, H. Lau
Proceedings of the AAAI Conference on Artificial Intelligence · 2018
22
Lagrangian Relaxation Techniques for Scalable Spatial Conservation Planning
Akshat Kumar, Xiao-Jian Wu, S. Zilberstein
Proceedings of the AAAI Conference on Artificial Intelligence · 2021
20
History-Based Controller Design and Optimization for Partially Observable MDPs
Akshat Kumar, S. Zilberstein
Proceedings of the International Conference on Automated Planning and Scheduling · 2015
20
Risk-Sensitive Stochastic Orienteering Problems for Trip Optimization in Urban Environments
Pradeep Varakantham, Akshat Kumar, H. Lau, W. Yeoh
ACM Transactions on Intelligent Systems and Technology · 2018
19
Dual Formulations for Optimizing Dec-POMDP Controllers
Akshat Kumar, Hala Mostafa, S. Zilberstein
Proceedings of the International Conference on Automated Planning and Scheduling · 2016
19
Integrated Cooperation and Competition in Multi-Agent Decision-Making
Kyle Hollins Wray, Akshat Kumar, S. Zilberstein
Proceedings of the AAAI Conference on Artificial Intelligence · 2018
18
Event-detecting multi-agent MDPs: complexity and constant-factor approximation
Akshat Kumar, S. Zilberstein
International Joint Conference on Artificial Intelligence · 2009
18
An Artificial Immune System Based Approach for English Grammar Checking
Akshat Kumar, Shivashankar B. Nair
Lecture notes in computer science · 2007
18
H-DPOP: using hard constraints for search space pruning in DCOP
Akshat Kumar, Adrian Petcu, B. Faltings
Singapore Management University Institutional Knowledge (InK) (Singapore Management University) · 2008
17
Decentralized Planning in Stochastic Environments with Submodular Rewards
Rajiv Ranjan Kumar, Pradeep Varakantham, Akshat Kumar
Proceedings of the AAAI Conference on Artificial Intelligence · 2017
16
MAP Estimation for Graphical Models by Likelihood Maximization
Akshat Kumar, S. Zilberstein
Neural Information Processing Systems · 2010
16
Approximate inference using DC programming for collective graphical models
D. Nguyen, Akshat Kumar, H. Lau, D. Sheldon
International Conference on Artificial Intelligence and Statistics · 2016
12
Social media activities of airlines: What makes them successful?
I. Heiets, Sarah W. S. Ng, Navjot Singh, J. Farrell, Akshat Kumar
Journal of the Air Transport Research Society · 2024
11
Probabilistic inference based message-passing for resource constrained DCOPs
Supriyo Ghosh, Akshat Kumar, Pradeep Varakantham
International Joint Conference on Artificial Intelligence · 2015
11
On understanding diffusion dynamics of patrons at a theme park
2014
11
Planning and Learning for Decentralized MDPs With Event Driven Rewards
Tarun Gupta, Akshat Kumar, P. Paruchuri
Proceedings of the AAAI Conference on Artificial Intelligence · 2018
10
Robust Influence Maximization: (Extended Abstract)
Meghna Lowalekar, Pradeep Varakantham, Akshat Kumar
Adaptive Agents and Multi-Agents Systems · 2016
10
Near-Optimal Decentralized Power Supply Restoration in Smart Grids
2015
9
Reinforcement Learning for Zone Based Multiagent Pathfinding under Uncertainty
Jiajing Ling, Tarun Gupta, Akshat Kumar
Proceedings of the International Conference on Automated Planning and Scheduling · 2020
8
Decision Making for Improving Maritime Traffic Safety Using Constraint Programming
Saumya Bhatnagar, Akshat Kumar, H. Lau
International Joint Conference on Artificial Intelligence · 2019
8
Coordinating Vessel Traffic to Improve Safety and Efficiency
Singapore Management University Institutional Knowledge (InK) (Singapore Management University) · 2017
8
Parameter learning for latent network diffusion
2013
8
Message Passing Algorithms for MAP Estimation Using DC Programming
Akshat Kumar, S. Zilberstein, Marc Toussaint
International Conference on Artificial Intelligence and Statistics · 2012
8
On model reduction for quantum dynamics: symmetries and invariant subspaces
Akshat Kumar, M. Sarovar
Journal of Physics A Mathematical and Theoretical · 2014
7
Robust Optimization for Tree-Structured Stochastic Network Design
Xiao-Jian Wu, Akshat Kumar, D. Sheldon, S. Zilberstein
Proceedings of the AAAI Conference on Artificial Intelligence · 2017
6
An Adaptive Multi-Objective Optimization on CMOS Two Stage Op-Amp Circuit Synthesis
S. P, H. Kittur, Arghya Korantak, Akshat Kumar
International Symposium on VLSI Design and Test (VDAT) · 2024
5
Sample-Efficient Iterative Lower Bound Optimization of Deep Reactive Policies for Planning in Continuous MDPs
Proceedings of the AAAI Conference on Artificial Intelligence · 2022
5
Integrating Knowledge Compilation with Reinforcement Learning for Routes
Jiajing Ling, Kushagra Chandak, Akshat Kumar
Proceedings of the International Conference on Automated Planning and Scheduling · 2021
5
Successor Features Based Multi-Agent RL for Event-Based Decentralized MDPs
Tarun Gupta, Akshat Kumar, P. Paruchuri
Proceedings of the AAAI Conference on Artificial Intelligence · 2019
5
Decomposition techniques for urban consolidation problems
D. Nguyen, H. Lau, Akshat Kumar
2022 IEEE 18th International Conference on Automation Science and Engineering (CASE) · 2015
5
Planning and Learning for Non-markovian Negative Side Effects Using Finite State Controllers
Aishwarya Srivastava, Sandhya Saisubramanian, P. Paruchuri, Akshat Kumar, S. Zilberstein
Proceedings of the AAAI Conference on Artificial Intelligence · 2023
4
Robust Decision Making for Stochastic Network Design
Akshat Kumar, Arambam James Singh, Pradeep Varakantham, D. Sheldon
Proceedings of the AAAI Conference on Artificial Intelligence · 2016
4
Adaptive Moving Target Defense in Web Applications and Networks using Factored MDP
Megha Bose, Praveen Paruchuri, Akshat Kumar
2025 17th International Conference on COMmunication Systems and NETworks (COMSNETS) · 2025
3
COMEX: Deeply Observing Application Behavior on Real Android Devices
Zeya Umayya, Dhruv Malik, Arpit Nandi, Akshat Kumar, Sareena Karapoola, Sambuddho Chakravarty
Proceedings of the 17th Cyber Security Experimentation and Test Workshop · 2024
3
Scalable and Globally Optimal Generalized L₁ K-center Clustering via Constraint Generation in Mixed Integer Linear Programming
Aravinth Chembu, Scott Sanner, Hassan Khurram, Akshat Kumar
Proceedings of the AAAI Conference on Artificial Intelligence · 2023
3
Safe MDP Planning by Learning Temporal Patterns of Undesirable Trajectories and Averting Negative Side Effects
Proceedings of the International Conference on Automated Planning and Scheduling · 2023
3
Using Constraint Programming and Graph Representation Learning for Generating Interpretable Cloud Security Policies
International Joint Conference on Artificial Intelligence · 2022
3
Learning and Exploiting Shaped Reward Models for Large Scale Multiagent RL
Arambam James Singh, Akshat Kumar, H. Lau
Proceedings of the International Conference on Automated Planning and Scheduling · 2021
3
A Comprehensive Review of Conventional and Computational Islanding Diagnosis of Distributed Generator in Distribution Network
Akshat Kumar, Shaik Riyaz, R. N. Mahanty
Lecture notes in electrical engineering · 2020
3
Graph Based Optimization for Multiagent Cooperation
Arambam James Singh, Akshat Kumar
Singapore Management University Institutional Knowledge (InK) (Singapore Management University) · 2019
3
Near-Optimal Nonmyopic Contact Center Planning Using Dual Decomposition
Akshat Kumar, S. Singh, Pranav Gupta, G. Parija
Proceedings of the International Conference on Automated Planning and Scheduling · 2014
3
Influence Diagrams with Memory States: Representation and Algorithms
Xiao-Jian Wu, Akshat Kumar, S. Zilberstein
Lecture notes in computer science · 2011
3
Message-passing algorithms for large structured decentralized POMDPs
2011
3
Beyond Hard Constraints: Budget-Conditioned Reachability for Safe Offline Reinforcement Learning
J. Brahmanage, Akshat Kumar
Proceedings of the International Conference on Automated Planning and Scheduling · 2026
2
An Efficient Approach Using Graphical Neural Network for Network Intrusion Detection System
S. P. Singh, Bansal Abhay, Akshat Kumar, Prakhar Agrawal, Druhan Singh, Vivashwan Ghosh
International Conference on Computing, Communication and Networking Technologies (ICCCNT) · 2024
2
Performance Analysis of Multifaceted Disease Prognosis Using Machine Learning
Aditi Srivastava, Khushboo Gupta, Akshat Kumar, Waseem Ahmed
International Conference on Disruptive Technologies (ICDT) · 2024
2
Constrained Multiagent Reinforcement Learning for Large Agent Population
Jiajing Ling, Arambam James Singh, Thien Duc Nguyen, Akshat Kumar
Lecture notes in computer science · 2023
2
Attendance System Based on Face Recognition Using Haar Cascade and LBPH Algorithm
Lecture notes in electrical engineering · 2023
2
Multiagent Decision Making and Learning in Urban Environments
Akshat Kumar
International Joint Conference on Artificial Intelligence · 2019
2
Automated generation of interaction graphs for value-factored dec-POMDPs
2013
2
Offline Safe Reinforcement Learning Using Trajectory Classification
Proceedings of the AAAI Conference on Artificial Intelligence · 2025
1
A Mixed-Integer Linear Programming Reduction of Disjoint Bilinear Programs via Symbolic Variable Elimination
Jihwan Jeong, Scott Sanner, Akshat Kumar
Lecture notes in computer science · 2023
1
A Multi-Agent System for Coordinating Vessel Traffic
Singapore Management University Institutional Knowledge (InK) (Singapore Management University) · 2017
1
Song year prediction using Apache Spark
Prakhar Mishra, Ratika Garg, Akshat Kumar, Arpan Gupta, Praveen Kumar
International Conference on Advances in Computing, Communications and Informatics (ICACCI) · 2016
1
Simultaneous Optimization and Sampling of Agent Trajectories over a Network
Hala Mostafa, Akshat Kumar, H. Lau
Lecture notes in computer science · 2016
1
Understanding discretization and land features relationship based on rough sets
Akshat Kumar, V. K Panchal
Proceedings of IEEE International Conference on Computer Communication and Systems ICCCS14 · 2014
1
Observer: Assisted Adaptive Tracking Control of an Underactuated Autonomous Underwater Vehicle
M. Santhakumar, Gaurav Parchani, Akshat Kumar, Shanmukh Santosh
Proceedings of Conference on Advances In Robotics · 2013
1
TraCeS: Learning Per-Timestep Constraint-Violation Credit from Sparse Trajectory-Level Labels
arXiv · 2025
–
Transforming Automotive Leasing: Exploring the Impact of Online Car Lease Platform
Jitesh Tandon, Akshat Kumar, Archana Mongia
AIJR Proceedings · 2025
–
Leveraging Constraint Violation Signals for Action Constrained Reinforcement Learning
Proceedings of the AAAI Conference on Artificial Intelligence · 2025
–
An Efficient Machine Learning-based Analytical Approach for Network Intrusion Detection System
S. P. Singh, Naween Kumar, Akshat Kumar, Prakhar Agrawal, Vivashwan Ghosh, Druhan Singh
SSRN Electronic Journal · 2024
–
Designing Low-Noise Cmos and Lc-Vco Architectures for Radio and Ka-Band Applications
SSRN Electronic Journal · 2024
–
IoT based solar powered cold storage for street vendors
D. Anupriya, Anant Agarwal, Akshat Kumar, A. Ansari, G. Pavithra, T. Manjunath
AIP conference proceedings · 2024
–
Preface
Proceedings of the International Conference on Automated Planning and Scheduling · 2022
–
Spectral Methods in Time-dependent Data Analysis
Sandia National Laboratories (SNL-CA), Livermore, CA (United States), Akshat Kumar, USDOE National Nuclear Security Administration (NNSA), Sandia National Laboratories (SNL-NM), Albuquerque, NM (United States)
2018
–
Multiagent Coordination Using Graph Structured Mathematical Optimization
Adaptive Agents and Multi-Agents Systems · 2017
–
Shortest Path Based Decision Making Using Probabilistic Inference
Akshat Kumar
Proceedings of the AAAI Conference on Artificial Intelligence · 2016
–
Learning and Controlling Network Diffusion in Dependent Cascade Models
Jiali Du, Pradeep Varakantham, Akshat Kumar, Shih-Fen Cheng
IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT) · 2015
–
Dynamic Analysis Methods for Detecting Anomalies in Asynchronously Interacting Systems
Akshat Kumar, John Solis, Benjamin Matschke
2014
–
Automated Generation of Interaction Graphs for Value-Factored Decentralized POMDPs
W. Yeoh, Akshat Kumar, S. Zilberstein
2013
–
Message-Passing Algorithms for Large Structured Decentralized POMDPs (Extended Abstract)
2011
–

Publication data from OpenAlex, with missing venues and authors filled in from Crossref; citation counts are the higher of OpenAlex and Semantic Scholar, last synced 2026-10-10. Citation counts may be lower than on Google Scholar, which indexes more sources.

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