D. Subramanian

Most-cited papers

Global Self-Attention as a Replacement for Graph Convolution
Md Shamim Hussain, Mohammed J. Zaki, D. Subramanian
2021Knowledge Discovery and Data Mining215 citations Open access
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Dynamic Optimization Strategies for Three-Dimensional Conflict Resolution of Multiple Aircraft
A. Raghunathan, V. Gopal, D. Subramanian, L. Biegler +1 more
2004145 citations
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MILP and NLP Techniques for centralized trajectory planning of multiple unmanned air vehicles
F. Borrelli, D. Subramanian, A. Raghunathan, L. Biegler
2006American Control Conference121 citations
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A simulation-optimization framework for research and development pipeline management
D. Subramanian, J. Pekny, G. Reklaitis
2001AIChE Journal83 citations
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A simulation—optimization framework for addressing combinatorial and stochastic aspects of an R&D pipeline management problem
D. Subramanian, J. Pekny, G. Reklaitis
2000Computers & Chemical Engineering80 citations
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Simulation-optimization framework for stochastic optimization of R&D pipeline management
D. Subramanian, J. Pekny, G. Reklaitis, G. Blau
2003AIChE Journal72 citations
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Tight Approximations of Dynamic Risk Measures
D. Iancu, Marek Petrik, D. Subramanian
2011Mathematics of Operations Research54 citations Open access
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Edge-augmented Graph Transformers: Global Self-attention is Enough for Graphs
Md Shamim Hussain, Mohammed J. Zaki, D. Subramanian
2021arXiv.org48 citations
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Proximal Graphical Event Models
D. Bhattacharjya, D. Subramanian, Tian Gao
2018Neural Information Processing Systems45 citations
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RAAM: The Benefits of Robustness in Approximating Aggregated MDPs in Reinforcement Learning
Marek Petrik, D. Subramanian
2014Neural Information Processing Systems41 citations
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An Approximate Solution Method for Large Risk-Averse Markov Decision Processes
Marek Petrik, D. Subramanian
2012Conference on Uncertainty in Artificial Intelligence38 citations
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Probabilistic Constraint for Safety-Critical Reinforcement Learning
Wei-Qin Chen, D. Subramanian, Santiago Paternain
2023IEEE Transactions on Automatic Control33 citations Open access
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3D conflict resolution of multiple aircraft via dynamic optimization
A. Raghunathan, V. Gopal, D. Subramanian, L. Biegler +1 more
200329 citations
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Prescriptive Analytics for Allocating Sales Teams to Opportunities
B. Kawas, M. Squillante, D. Subramanian, Kush R. Varshney
20132013 IEEE 13th International Conference on Data Mining Workshops26 citations
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Triplet Interaction Improves Graph Transformers: Accurate Molecular Graph Learning with Triplet Graph Transformers
Md Shamim Hussain, Mohammed J. Zaki, D. Subramanian
2024International Conference on Machine Learning24 citations
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Event-Driven Continuous Time Bayesian Networks
D. Bhattacharjya, Karthikeyan Shanmugam, Tian Gao, Nicholas Mattei +2 more
2020AAAI Conference on Artificial Intelligence22 citations Open access
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Causal Inference for Event Pairs in Multivariate Point Processes
Tian Gao, D. Subramanian, D. Bhattacharjya, Xiao Shou +2 more
2021Neural Information Processing Systems21 citations
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Extractive Schema Linking for Text-to-SQL
Michael R. Glass, Mustafa Eyceoz, D. Subramanian, Gaetano Rossiello +2 more
2025arXiv.org19 citations
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A Prescriptive Machine-Learning Framework to the Price-Setting Newsvendor Problem
P. Harsha, R. Natarajan, D. Subramanian
2021INFORMS Journal on Optimization18 citations Open access
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Knowledge Base Construction for Knowledge-Augmented Text-to-SQL
Jinheon Baek, Horst Samulowitz, Oktie Hassanzadeh, D. Subramanian +3 more
2025Annual Meeting of the Association for Computational Linguistics16 citations
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A Nonlinear Hybrid Life Support System: Dynamic Modeling, Control Design, and Safety Verification
S. Glavaski, D. Subramanian, Kartik B. Ariyur, Ranjana Ghosh +2 more
2007IEEE Transactions on Control Systems Technology16 citations
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Concurrent Multi-Label Prediction in Event Streams
Xiao Shou, Tian Gao, D. Subramanian, D. Bhattacharjya +1 more
2023AAAI Conference on Artificial Intelligence15 citations Open access
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On optimizing the selection of business transformation projects
N. Abe, R. Akkiraju, S. Buckley, Markus Ettl +3 more
2007IBM Systems Journal13 citations
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AutoDOViz: Human-Centered Automation for Decision Optimization
D. Weidele, Shazia Afzal, Abel N. Valente, Cole Makuch +11 more
2023International Conference on Intelligent User Interfaces11 citations Open access
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An importance sampling method for portfolio CVaR estimation with Gaussian copula models
Huang Pu, D. Subramanian, Jie Xu
2010Proceedings of the 2010 Winter Simulation Conference11 citations
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Policy Gradients for Probabilistic Constrained Reinforcement Learning
Wei-Qin Chen, D. Subramanian, Santiago Paternain
2022Annual Conference on Information Sciences and Systems10 citations Open access
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A Multi-Channel Neural Graphical Event Model with Negative Evidence
Tian Gao, D. Subramanian, Karthikeyan Shanmugam, D. Bhattacharjya +1 more
2020AAAI Conference on Artificial Intelligence10 citations Open access
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Cause-Effect Association between Event Pairs in Event Datasets
D. Bhattacharjya, Tian Gao, Nicholas Mattei, D. Subramanian
2020International Joint Conference on Artificial Intelligence9 citations Open access
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Order-Dependent Event Models for Agent Interactions
D. Bhattacharjya, Tian Gao, D. Subramanian
2020International Joint Conference on Artificial Intelligence9 citations Open access
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Optimal Resource Action Planning Analytics for Services Delivery Using Hiring, Contracting & Cross-Training of Various Skills
D. Subramanian, Lianjun An
2008IEEE International Conference on Services Computing9 citations
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Hawkesian Graphical Event Models
Xiufan Yu, Karthikeyan Shanmugam, D. Bhattacharjya, Tian Gao +2 more
2020European Workshop on Probabilistic Graphical Models8 citations
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A Prediction-Optimization Framework for Site-Wide Process Optimization
D. Subramanian, Pavankumar Murali, Nianjun Zhou, Xiang-Qi Ma +3 more
2019International Conference on Informatics, IoT, and Enabling Technologies8 citations
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Iterative estimation maximization for stochastic linear programs with conditional value-at-risk constraints
Huang Pu, D. Subramanian
2012Computational Management Science8 citations Open access
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The Price of Dynamic Inconsistency for Distortion Risk Measures
Huang Pu, D. Iancu, Marek Petrik, D. Subramanian
20118 citations
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Trajectory Control of Multiple Aircraft: An NMPC Approach
J. J. Arrieta-Camacho, L. Biegler, D. Subramanian
20078 citations
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A comparison between Mixed Integer Programming and Nonlinear Programming Techniques for 3 D Conflict Resolution of Multiple Aircraft
F. Borrelli, D. Subramanian, A. Raghunathan, L. Biegler +1 more
20038 citations
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Adaptive Primal-Dual Method for Safe Reinforcement Learning
Wei-Qin Chen, James Onyejizu, Long Vu, Ho-Ang Lan +4 more
2024Adaptive Agents and Multi-Agent Systems7 citations
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Process Independence Testing in Proximal Graphical Event Models
D. Bhattacharjya, Karthikeyan Shanmugam, Tian Gao, D. Subramanian
2022CLEaR7 citations
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A cognitive assistant for risk identification and modeling
D. Subramanian, Debarun Bhattachrajya, R. Torrado, J. Kephart +2 more
20172017 IEEE International Conference on Big Data (Big Data)7 citations
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An XML-based language for the Research & Development pipeline management problem
V. Varma, J. Pekny, G. Reklaitis, D. Subramanian
2003Computers and Chemical Engineering7 citations
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Pairwise Causality Guided Transformers for Event Sequences
Xiao Shou, D. Bhattacharjya, Tian Gao, D. Subramanian +2 more
2023Neural Information Processing Systems6 citations
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Unleashing the Potential of Data Lakes with Semantic Enrichment Using Foundation Models
Nandana Mihindukulasooriya, Sarthak Dash, S. Bagchi, Md. Faisal Mahbub Chowdhury +13 more
2023International Workshop on the Semantic Web6 citations
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AI-Based Real-Time Site-Wide Optimization for Process Manufacturing
J. Kalagnanam, D. Phan, Pavankumar Murali, Lam M. Nguyen +6 more
2022INFORMS J. Appl. Anal.6 citations
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A data-driven , distribution-free , multivariate approach to the price-setting newsvendor problem
P. Harsha, R. Natarajan, D. Subramanian
20156 citations
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Solution Methods for Constrained Markov Decision Process with Continuous Probability Modulation
J. Marecki, Marek Petrik, D. Subramanian
2013Conference on Uncertainty in Artificial Intelligence6 citations
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An Efficient Decomposition Algorithm for Static , Stochastic , Linear and Mixed-Integer Linear Programs with Conditional-Value-at-Risk Constraints
D. Subramanian, Huang Pu
20096 citations
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PANDEMIC BUSINESS IMPACT MODELER
Ching-Hua Chen-Ritzo, S. Buckley, Pawan Chowdhary, T. Ervolina +3 more
20076 citations
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Control Design for a Hybrid Dynamic System: A NASA Life Support System
D. Subramanian, Kartik B. Ariyur, Nitin Lamba, Ranjana G. Deshpande +1 more
2004International Conference on Hybrid Systems: Computation and Control6 citations
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Rationalization Models for Text-to-SQL
Gaetano Rossiello, Nhan H. Pham, Michael R. Glass, Junkyu Lee +1 more
2025arXiv.org5 citations
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Influence-Aware Attention for Multivariate Temporal Point Processes
Xiao Shou, Tian Gao, D. Subramanian, D. Bhattacharjya +1 more
2023CLEaR5 citations
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