2 papers
cs.LG2025
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation
Shalev Manor, Mohammad Kohandel
Solving inverse problems with Physics-Informed Neural Networks (PINNs) is computationally expensive for multi-query scenarios, as each new set of observed data requires a new, expe…
cs.LG2025
A Unified Framework for Simultaneous Parameter and Function Discovery in Differential Equations
Shalev Manor, Mohammad Kohandel
Inverse problems involving differential equations often require identifying unknown parameters or functions from data. Existing approaches, such as Physics-Informed Neural Networks…