Spotlight papers 2025

Spotlight Papers

* indicates presenting author

Janak M. Patel*, Milad Ramezankhani, Anirudh Deodhar, Dagnachew Birru

GITO: Graph-Informed Transformer Operator for Learning Complex Partial Differential Equations

Phi Labs, Quantiphi, Marlborough, MA 01752, USA

Parikshit Pareek*, Simardeep Singh, Kaustubh Sharma

Scaling Prior-Data Fitted Networks for Physical System Learning

Indian Institute of Technology Roorkee (IIT Roorkee), Uttarakhand, India

Oral Presentations 2025

* indicates presenting author

C Lokesh Reddy*, Vishnu Swaroopji Masampally, Venkataramana Runkana

RENN: A Robust Physics-Informed Framework for Unsupervised Denoising of Constrained Data

Tata Consultancy Services Limited, India

Nirav Vasant Shah*, Francesco Ballarin

DLRBniCSx: An extension of FEniCSx-RBniCSx frameworks for Deep Learning based Reduced Basis methods

University of Cambridge, Cambridge, United Kingdom

Shetty Nihal Naveen*, Rithesh Pakkala Permanki Guthu, Shamantha Rai, Prakhyath Rai, Ashil Shetty, B Karthik Udupa, Shrinidhi Upadhyaya, K S Vaishnavi, Anshitha Karkera

Quantum-inspired local tensor regression: a geometric framework with provable convergence guarantees

Sahyadri College of Engineering and Management, India