On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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3 results for “GAN-inversion”

RGI: robust GAN-inversion for mask-free image inpainting and unsupervised pixel-wise anomaly detectioncs.CV

RGI improves robustness of GAN-inversion for image restoration and anomaly detection.

problem Robustness of GAN-inversion to unknown gross corruptions.

method Proposes RGI and R-RGI methods with provable robustness guarantees.

result Restored images and corrupted region masks converge to ground truth under mild assumptions.

GAN-inversion robustness image restoration anomaly detection mask-free inpainting

2023-02-24abs ↗pdf ↗

On Noise Injection in Generative Adversarial Networkscs.LG

Geometric analysis improves noise injection in GANs.

problem Unclear mechanism of noise injection in GANs.

method Geometric framework based on Riemannian geometry.

result A new strategy for noise injection is devised.

noise injection geometric analysis Riemannian geometry GANs

2020-06-10abs ↗pdf ↗

Inverse Estimation of Elastic Modulus Using Physics-Informed Generative Adversarial Networkseess.IV

Physics-informed GANs estimate elastic moduli from mechanical tests.

problem Estimating spatially-varying elastic moduli from measured deformations.

method Physics-informed Generative Adversarial Networks (PI-GANs) with PDE constraints.

result Generated stiffness samples match true distribution statistics.

Physics-informed GANs Inverse problems Elastic modulus Mechanical testing Deep learning

2020-05-20abs ↗pdf ↗