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 “non-GAN”

Training End-to-end Single Image Generators without GANscs.CV

AugurOne trains single image generators without GANs using image warps.

problem Training end-to-end single image generators without GANs.

method Non-affine augmentations of single input images for training an upscaling neural network.

result End-to-end training yields state-of-the-art performance on conditional generation tasks.

image generation single image end-to-end training non-GAN image warping

2020-04-07abs ↗pdf ↗

Consistency Regularization with Generative Adversarial Networks for Semi-Supervised Learningcs.LG

Improves GAN-based semi-supervised learning with consistency regularization.

problem Lack of consistency in class probability predictions under local perturbations.

method Introduces consistency regularization to GANs, leveraging both local and interpolation consistency.

result Significantly improves performance and achieves new state-of-the-art results.

GANs Semi-supervised Learning Consistency Regularization Interpolation Consistency Classification

2020-07-08abs ↗pdf ↗

Classification Accuracy Score for Conditional Generative Modelscs.LG

Deep generative models (DGMs) of images are now sufficiently mature that they produce nearly photorealistic samples and obtain scores similar to the data distribution on heuristics such as Frechet Inception Distance (FID). These results, especially on large-scale datasets such as ImageNet, suggest that DGMs are learnin…

2019-05-26abs ↗pdf ↗