arxivcs.LGcs.CVcs.GR2026-07-11
Error Aware Distribution Prediction for Lightweight Implicit Neural Representations
Zhimin Li, Jake D. Balla, Joshua A. Levine
Implicit neural representations (INRs) offer compact encoding of volumes, but as lossy approximators, inevitably have prediction errors. We consider INRs that can simultaneously encode relative error scales by predicting distributions using tools from uncertainty estimation. Typi…