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.

168,982 papers · 148 categories

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2 results for “clonability”

Clonability of anti-counterfeiting printable graphical codes: a machine learning approachcs.CR

Machine learning predicts accurate cloning of printed graphical codes.

problem Clonability of anti-counterfeiting printable graphical codes.

method Simple system composed of fully connected neural network layers.

result Accurate estimation of digital codes from printed counterparts in certain cases.

machine learning printable codes clonability neural networks security

2019-03-18abs ↗pdf ↗

Preventing Imitation Learning with Adversarial Policy Ensemblescs.LG

Protects proprietary policies from imitation learning by training adversarial policy ensembles.

problem Protecting policies from external observers cloning them.

method Introduces a reinforcement learning framework that trains an ensemble of near-optimal policies, making demonstrations useless for external observers.

result Demonstrates the existence of 'non-clonable' ensembles and provides a solution to the optimization problem.

imitation learning policy privacy reinforcement learning adversarial policy ensembles policy gradient algorithm

2020-01-31abs ↗pdf ↗