Abstract: Highlights•We present VDCEP for improving smart contract vulnerability detection.•VDCEP focuses on more accurate vulnerability features on critical execution paths.•VDCEP offers interpretable details of vulnerability detection via feature weights.•Results show the effectiveness of VDCEP in detecting smart contract vulnerability.
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