2 papers
cs.LG2026
Spectral Energy Centroid: a Metric for Improving Performance and Analyzing Spectral Bias in Implicit Neural Representations
Tomasz DÄ dela, Adam Kania, Maciej Rut +1
Implicit Neural Representations (INRs) model continuous signals using multilayer perceptrons (MLPs), enabling compact, differentiable, and high-fidelity representations of data acr…
cs.SD2025
As Good as It KAN Get: High-Fidelity Audio Representation
Patryk MarszaÅek, Maciej Rut, Piotr Kawa +2
Implicit neural representations (INR) have gained prominence for efficiently encoding multimedia data, yet their applications in audio signals remain limited. This study introduces…