Publications

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Journal Articles

EHR Sampling Interval Bias Detection and Burden of Blood Pressure Excursions: Implications for Clinical Decision Support and Model Validity in Pediatric ECMO

Published in Information, 2026

The difference in Hypotension and Hypertension for patients on ECMO across different sampling rates

Recommended citation: Shah, Neel, Ethan Sanford, David R. Busch, Ranveer Singh, Saurabh Mathur, Jayesh Sharma, Philip Reeder, Sriraam Natarajan, and Lakshmi Raman. 2026. "EHR Sampling Interval Bias Detection and Burden of Blood Pressure Excursions: Implications for Clinical Decision Support and Model Validity in Pediatric ECMO" Information 17, no. 2: 135. https://doi.org/10.3390/info17020135
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Conference Papers

LLM-Guided Causal Bayesian Network Construction for Pediatric Patients on ECMO

Published in Artificial Intelligence in Medicine, 2025

Combining LLMs with data refinement on data of pediatric patients on ECMO to learn Causal Bayesian Network for Patients on ECMO

Recommended citation: Mathur, S. et al. (2025). LLM-Guided Causal Bayesian Network Construction for Pediatric Patients on ECMO. In: Bellazzi, R., Juarez Herrero, J.M., Sacchi, L., Zupan, B. (eds) Artificial Intelligence in Medicine. AIME 2025. Lecture Notes in Computer Science(), vol 15735. Springer, Cham. https://doi.org/10.1007/978-3-031-95841-0_48
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Combining Planning and Reinforcement Learning for Solving Relational Multiagent Domains

Published in AAMAS, 2025

This paper is about solving relational multiagent domains using MaRePReL.

Recommended citation: Nikhilesh Prabhakar, Ranveer Singh, Harsha Kokel, Sriraam Natarajan, and Prasad Tadepalli. 2025. Combining Planning and Reinforcement Learning for Solving Relational Multiagent Domains. In Proceedings of the 24th International Conference on Autonomous Agents and Multiagent Systems (AAMAS '25). International Foundation for Autonomous Agents and Multiagent Systems, Richland, SC, 1708–1717.
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Workshop Papers

LLMs for Causal Reasoning in Medicine? A Call for Caution

Published in IJCAI workshop on User-Aligned Assessment of Adaptive AI Systems, 2025

This is the workshop version of the manuscript published at CODS 2025

Recommended citation: Mathur, Saurabh, Ranveer Singh, Michael Skinner, Predrag Radivojac, David M. Haas, Lakshmi Raman, and Sriraam Natarajan. "LLMs for Causal Reasoning in Medicine? A Call for Caution." In IJCAI 2025 Workshop on User-Aligned Assessment of Adaptive AI Systems.
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Exploiting Relational Planning and Task-Specific Abstractions for Multiagent Reinforcement Learning in Relational Domains

Published in Cooperative Multi-Agent Systems Decision-Making and Learning Workshop, 2024

This is the workshop version of the MaRePReL framework published later.

Recommended citation: Singh, Ranveer, Nikhilesh Prabhakar, Sriraam Natarajan, and Prasad Tadepalli. "Exploiting Relational Planning and Task-Specific Abstractions for Multiagent Reinforcement Learning in Relational Domains." (2024).
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