Sketch-based regularization allows in situ training of implicit neural compressors to approximately match offline performance on 2D/3D simulation data at high compression rates.
Deterministic matrix sketches for low-rank compression of high-dimensional simulation data.arXiv preprint arXiv:2105.01271, 2021
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In Situ Training of Implicit Neural Compressors for Scientific Simulations via Sketch-Based Regularization
Sketch-based regularization allows in situ training of implicit neural compressors to approximately match offline performance on 2D/3D simulation data at high compression rates.