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issta21-ModelDiff: Testing-based DNN Similarity Comparison for Model Reuse Detection

Authors: Yuanchun Li; Ziqi Zhang; Bingyan Liu; Ziyue Yang; Yunxing Liu;

issta21-ModelDiff: Testing-based DNN Similarity Comparison for Model Reuse Detection

Abstract

This is the artifact associated with our ISSTA21 paper "ModelDiff: Testing-based DNN Similarity Comparison for Model Reuse Detection". ModelDiff is a testing-based approach to deep learning model similarity comparison. Instead of directly comparing the weights, activations, or outputs of two models, ModelDiff compares their behavioral patterns on the same set of test inputs. Specifically, the behavioral pattern of a model is represented as a decision distance vector (DDV), in which each element is the distance between the model's reactions to a pair of inputs. The knowledge similarity between two models is measured with the cosine similarity between their DDVs. To evaluate ModelDiff, we created a benchmark that contains 144 pairs of models that cover most popular model reuse methods, including transfer learning, model compression, and model stealing. Our method achieved 91.7% correctness on the benchmark, which demonstrates the effectiveness of using ModelDiff for model reuse detection. A study on mobile deep learning apps has shown the feasibility of ModelDiff on real-world models.

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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