most citedNTIRE 2025 Challenge on Image Super-Resolution (x4): Methods and Results

2 citations · 2 across the 4 of their papers we have counts for

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cs.LG2026

SPARC-Net: A Spectral, Causality-Aware, and Hard-Constrained Physics-Informed Architecture for Stiff and Shock-Dominated Partial Differential Equations

Divyavardhan Singh, Dimple Sonone, Hammad Mohammad +1

Physics-Informed Neural Networks (PINNs) provide a meshless approach for solving partial differential equations (PDEs), but suffer severe degradation in stiff and shock-dominated p…

cs.LG2026

Stabilized Adaptive Loss and Residual-Based Collocation for Physics-Informed Neural Networks

Divyavardhan Singh, Shubham Kamble, Dimple Sonone +1

Physics-Informed Neural Networks (PINNs) have been recognized as a mesh-free alternative to solve partial differential equations where physics information is incorporated. However,…