A Stochastic Optimization Method for Energy-Based Path Planning. - Deepak N. Subramani; Tapovan Lolla; Patrick J. Haley Jr.; Pierre F. J. Lermusiaux (DyDESS, 2014)

Pursuit-evasion games in dynamic flow fields via reachability set analysis. - Wei Sun 032; Panagiotis Tsiotras; Tapovan Lolla; Deepak N. Subramani; Pierre F. J. Lermusiaux (ACC, 2017)

Physics-Driven Machine Learning for Time-Optimal Path Planning in Stochastic Dynamic Flows. - Rohit Chowdhury; Deepak N. Subramani (DDDAS, 2020)

Graph-Search and Differential Equations for Time-Optimal Vessel Route Planning in Dynamic Ocean Waves. - Gianandrea Mannarini; Deepak N. Subramani; Pierre F. J. Lermusiaux; Nadia Pinardi (IEEE Trans. Intell. Transp. Syst., 2020)

Inter and Intra-Annual Spatio-Temporal Variability of Habitat Suitability for Asian Elephants in India: A Random Forest Model-based Analysis. - Purathekandy Anjali; Deepak N. Subramani (CoRR, 2021)

Optimal Path Planning of Autonomous Marine Vehicles in Stochastic Dynamic Ocean Flows using a GPU-Accelerated Algorithm. - Rohit Chowdhury; Deepak N. Subramani (CoRR, 2021)

W-Net: A Deep Network for Simultaneous Identification of Gulf Stream and Rings From Concurrent Satellite Images of Sea Surface Temperature and Height. - Devyani Lambhate; Raghav Sharma; Jenifer Clark; Avijit Gangopadhyay; Deepak N. Subramani (IEEE Trans. Geosci. Remote. Sens., 2022)

Intelligent Onboard Routing in Stochastic Dynamic Environments using Transformers. - Rohit Chowdhury; Raswanth Murugan; Deepak N. Subramani (AAMAS, 2023)

Automated Educational Question Generation at Different Bloom's Skill Levels Using Large Language Models: Strategies and Evaluation. - Nicy Scaria; Suma Dharani Chenna; Deepak N. Subramani (AIED (2), 2024)

How Good are Modern LLMs in Generating Relevant and High-Quality Questions at Different Bloom's Skill Levels for Indian High School Social Science Curriculum? - Nicy Scaria; Suma Dharani Chenna; Deepak N. Subramani (BEA, 2024)

An Agent-Based Model of Elephant Crop Raid Dynamics in the Periyar-Agasthyamalai Complex, India. - Purathekandy Anjali; Meera Anna Oommen; Martin Wikelski; Deepak N. Subramani (CoRR, 2024)

Can Small Language Models Learn, Unlearn, and Retain Noise Patterns? - Nicy Scaria; Silvester John Joseph Kennedy; Deepak N. Subramani (CoRR, 2024)

EvalYaks: Instruction Tuning Datasets and LoRA Fine-tuned Models for Automated Scoring of CEFR B2 Speaking Assessment Transcripts. - Nicy Scaria; Silvester John Joseph Kennedy; Thomas Latinovich; Deepak N. Subramani (CoRR, 2024)

PINTO: Physics-informed transformer neural operator for learning generalized solutions of partial differential equations for any initial and boundary condition. - Sumanth Kumar Boya; Deepak N. Subramani (Comput. Phys. Commun., 2025)

Global Climate Model Bias Correction Using Deep Learning. - Abhishek Pasula; Deepak N. Subramani (CoRR, 2025)

Data Driven Deep Learning for Correcting Global Climate Model Projections of SST and DSL in the Bay of Bengal. - Abhishek Pasula; Deepak N. Subramani (CoRR, 2025)

Harnessing Structured Knowledge: A Concept Map-Based Approach for High-Quality Multiple Choice Question Generation with Effective Distractors. - Nicy Scaria; Silvester John Joseph Kennedy; Diksha Seth; Ananya Thakur; Deepak N. Subramani (CoRR, 2025)

Dissecting Physics Reasoning in Small Language Models: A Multi-Dimensional Analysis from an Educational Perspective. - Nicy Scaria; Silvester John Joseph Kennedy; Diksha Seth; Deepak N. Subramani (CoRR, 2025)