The Imitation Game: Algorithm Selectionby Exploiting Black-Box Recommender
(Netys) (Code) Parametrize a local recommendation algorithm by imitating the decision of a remote and better trained one.
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- 2026-10-10
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Black-Box Ripper: Copying black-box models using generative evolutionary algorithms proceedings.neurips.cc
(NeurIPS) Replicates the functionality of a black-box neural model, yet with no limit on the amount of queries (via a teacher/student scheme and an evolutionary search).
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Hybrid Recommender System github.com
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Towards Reverse-Engineering Black-Box Neural Networks arxiv.org
(ICLR) (Code) Infer inner hyperparameters (eg number of layers, non-linear activation type) of a remote neural network model by analysing its response patterns to certain inputs.
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Knockoff Nets: Stealing Functionality of Black-Box Models arxiv.org
(CVPR) Ask to what extent can an adversary steal functionality of such "victim" models based solely on blackbox interactions: image in, predictions out.
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Data driven exploratory attacks on black box classifiers in adversarial domains sciencedirect.com
(Neurocomputing) Reverse engineers remote classifier models (e.g., for evading a CAPTCHA test).
Audit Algorithms › Papers > 2020: “(Netys) (Code) Parametrize a local recommendation algorithm by imitating the decision of a remote and better trained one.”