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.

169,051 papers · 148 categories

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2 results for “cryptanalysis”

Machine Learning Cryptanalysis of a Quantum Random Number Generatorcs.LG

Machine learning detects classical noise in quantum RNGs.

problem Classical noise compromises the randomness of quantum RNGs.

method Developed a machine learning model to analyze and detect correlations in QRNGs.

result Machine learning can identify and mitigate classical noise in QRNGs.

machine learning quantum random number generator cryptanalysis classical noise randomness

2019-05-07abs ↗pdf ↗

Shallow Encoder Deep Decoder (SEDD) Networks for Image Encryption and Decryptioncs.LG

A simple encoder and complex decoder for secure image encryption and decryption.

problem Secure and efficient image encryption and decryption.

method Uses a shallow encoder neural network for encryption and a deep decoder for decryption, trained independently.

result Decrypted images are nearly identical to the original, demonstrating the effectiveness of the framework.

image encryption image decryption neural networks deep learning security

2020-01-09abs ↗pdf ↗