Research
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.

168,742 papers · 148 categories

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0111 · Jan 201719922001200920172026
2 results for “DeepInversion”
Dreaming to Distill: Data-free Knowledge Transfer via DeepInversioncs.LG

DeepInversion generates images from trained networks without additional data.

problem Generating images from trained networks without real data.
method Inverting a trained network to synthesize images from random noise, optimizing using batch normalization layers and maximizing Jensen-Shannon divergence.
result Synthesized images from CIFAR-10 and ImageNet datasets show high fidelity and realism.
DeepInversionimage synthesisdata-freeknowledge transfercontinual learning
2019-12-18abs ↗pdf ↗
Learning to Invert: Signal Recovery via Deep Convolutional Networksstat.ML

The promise of compressive sensing (CS) has been offset by two significant challenges. First, real-world data is not exactly sparse in a fixed basis. Second, current high-performance recovery algorithms are slow to converge, which limits CS to either non-real-time applications or scenarios where massive back-end comput…

2017-01-14abs ↗pdf ↗