publications

2026

1. Beyond the Moment: Conditioning Frozen VLAs on Memory for Long-Horizon Manipulation Tasks

   Aditya Ramesh, Jatin Chauhan, Akshay Govind Srinivasan, and 2 more authors

   In ICML 2026 Workshop on Multimodal AI Agents, 2026

   Bib

   @inproceedings{ramesh2026beyond,
     title = {Beyond the Moment: Conditioning Frozen {VLA}s on Memory for Long-Horizon Manipulation Tasks},
     author = {Ramesh, Aditya and Chauhan, Jatin and Srinivasan, Akshay Govind and Bhardwaj, Shivam and Kaul, Manohar},
     booktitle = {ICML 2026 Workshop on Multimodal AI Agents},
     year = {2026},
     url = {https://openreview.net/forum?id=F9w2kLRL8a},
   }

2. Towards Sustainable Scientific Machine Learning: Fast and interpretable PDE Solvers via RBF-PIELM

   A. G. Srinivasan, V. Dwivedi, and B. Srinivasan

   In Proceedings of the 13th ACM IKDD International Conference on Data Science and Management of Data, 2026

   Bib

   @inproceedings{srinivasan2026towards,
     title = {Towards Sustainable Scientific Machine Learning: Fast and interpretable PDE Solvers via RBF-PIELM},
     author = {Srinivasan, A. G. and Dwivedi, V. and Srinivasan, B.},
     booktitle = {Proceedings of the 13th ACM IKDD International Conference on Data Science and Management of Data},
     year = {2026}
   }

3. Learning Where the Physics Is: Probabilistic Adaptive Sampling for Stiff PDEs

   A. G. Srinivasan and B. Srinivasan

   In Workshop on Artificial Intelligence and Partial Differential Equations, 2026

   Bib

   @inproceedings{srinivasan2026learning,
     title = {Learning Where the Physics Is: Probabilistic Adaptive Sampling for Stiff PDEs},
     author = {Srinivasan, A. G. and Srinivasan, B.},
     booktitle = {Workshop on Artificial Intelligence and Partial Differential Equations},
     year = {2026}
   }

2025

1. Enhancing Financial RAG with Agentic AI and Multi-HyDE: A Novel Approach to Knowledge Retrieval and Hallucination Reduction

   R. George, A. G. Srinivasan, J. K. Joe, and 4 more authors

   In Proceedings of The 10th Workshop on Financial Technology and Natural Language Processing, 2025

   Bib

   @inproceedings{george2025enhancing,
     title = {Enhancing Financial RAG with Agentic AI and Multi-HyDE: A Novel Approach to Knowledge Retrieval and Hallucination Reduction},
     author = {George, R. and Srinivasan, A. G. and Joe, J. K. and MR, H. and Kant, H. and Vimalkanth, R. and Suresh, S.},
     booktitle = {Proceedings of The 10th Workshop on Financial Technology and Natural Language Processing},
     year = {2025},
   }

2. Deep vs. Shallow: Benchmarking Physics-Informed Neural Architectures on the Biharmonic Equation

   A. G. Srinivasan, V. Dwivedi, and B. Srinivasan

   In Machine Learning and Physical Sciences Workshop at the 39th Conference on Neural Information Processing Systems (NeurIPS), 2025

   Bib

   @inproceedings{srinivasan2025deep,
     title = {Deep vs. Shallow: Benchmarking Physics-Informed Neural Architectures on the Biharmonic Equation},
     author = {Srinivasan, A. G. and Dwivedi, V. and Srinivasan, B.},
     booktitle = {Machine Learning and Physical Sciences Workshop at the 39th Conference on Neural Information Processing Systems (NeurIPS)},
     year = {2025},
   }

3. Gradient-based Regularization for Inverse Airfoil Design

   R. Chivukula, S. Pillutla, A. Kalyan, and 4 more authors

   Physics of Fluids, 2025

   Bib

   @article{chivukula2025gradient,
     title = {Gradient-based Regularization for Inverse Airfoil Design},
     author = {Chivukula, R. and Pillutla, S. and Kalyan, A. and Balaji, S. and Srinivasan, A. G. and Gawande, Y. and others},
     journal = {Physics of Fluids},
     volume = {37},
     number = {11},
     year = {2025}
   }

4. Towards Fast Option Pricing PDE Solvers Powered by PIELM

   A. G. Srinivasan, A. J. Said, S. Pentela, and 2 more authors

   In AI Meets Quantitative Finance: Stochastic Methods as a Two-Way Bridge Workshop, 2025

   Bib

   @inproceedings{srinivasan2025towards,
     title = {Towards Fast Option Pricing PDE Solvers Powered by PIELM},
     author = {Srinivasan, A. G. and Said, A. J. and Pentela, S. and Dwivedi, V. and Srinivasan, B.},
     booktitle = {AI Meets Quantitative Finance: Stochastic Methods as a Two-Way Bridge Workshop},
     year = {2025}
   }

2024

1. RE-GAINS & EnChAnT: Intelligent Tool Manipulation Systems For Enhanced Query Responses

   S. Girhepuje, S. S. Sajeev, P. Jain, and 4 more authors

   arXiv preprint arXiv:2401.15724, 2024

   Bib

   @article{girhepuje2024regains,
     title = {RE-GAINS \& EnChAnT: Intelligent Tool Manipulation Systems For Enhanced Query Responses},
     author = {Girhepuje, S. and Sajeev, S. S. and Jain, P. and Sikder, A. and Varma, A. R. and George, R. and Srinivasan, A. G.},
     journal = {arXiv preprint arXiv:2401.15724},
     year = {2024}
   }