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Adam Kania

1 accepted papers

2025

FreSh: Frequency Shifting for Accelerated Neural Representation Learning

ICLR 2025poster

Implicit Neural Representations (INRs) have recently gained attention as a powerful approach for continuously representing signals such as images, videos, and 3D shapes using multilayer perceptrons (MLPs). However, MLPs are known to exhibit a low-frequency bias, limiting their ability to capture hig…