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Killing one bird with two stones: model extraction and attribute inference attacks against bert-based apis

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SoK: Colluding Adversaries in Machine Learning Pipelines

cs.CR · 2026-06-08 · unverdicted · novelty 7.0

The paper introduces a framework for collusion between train- and inference-time adversaries in ML pipelines, proposes a guideline for conjecturing collusion potential, explains prior work, and empirically validates five cases.

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  • SoK: Colluding Adversaries in Machine Learning Pipelines cs.CR · 2026-06-08 · unverdicted · none · ref 17

    The paper introduces a framework for collusion between train- and inference-time adversaries in ML pipelines, proposes a guideline for conjecturing collusion potential, explains prior work, and empirically validates five cases.