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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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1 result for “DeepPAC”
Towards Practical Robustness Analysis for DNNs based on PAC-Model Learningcs.LG

A new framework for robustness analysis of deep neural networks using PAC-model learning.

problem Analyzing local robustness of deep neural networks.
method Black-box model learning with scenario optimisation to abstract DNN behaviour via an affine model with PAC guarantee.
result DeepPAC outperforms state-of-the-art statistical methods in practical robustness analysis.
Deep Neural NetworksRobustness AnalysisPAC Model LearningDeepPACMNIST
2021-01-25abs ↗pdf ↗