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Image Fidelity is Not Field Fidelity: Joint Thermodynamic Reconstruction and Error Localization in Neural Tomography

arXiv cs.LG ↗ · 2026-09-25 Cached

This paper introduces CoroNeRF for joint reconstruction of 3D electron density and temperature fields from multiview solar observations, highlighting that image fidelity does not guarantee physical field fidelity and proposing seed-based error localization methods.

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#tomography

A survey detection channel overrides the pixels in an astronomical foundation model, and biases tomographic mean redshifts

arXiv cs.AI ↗ · 2026-08-26 Cached

AION-1, an astronomical foundation model, is biased by survey detection channels and catalogue metadata, leading to significant errors in tomographic mean redshifts. The study quantifies these biases through causal interventions and proposes withholding the detection channel to mitigate the issue.

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