Security and Communication Networks

Research Article

TADW: Traceable and Anti-detection Dynamic Watermarking of Deep Neural Networks

Table 7

The query results of the trigger set after 80 epochs of fine-tuning when or .


SN	Dataset	TextCNN	TextRNN	BERT

SN-15-1	SS2	Lossless	Lossless	Lossless
SN-15-1	AG-News	Lossless	Lossless	Lossless

SN-15-2	SST-2	Lossless	Lossless	[11,11,11,11,11, 10,11,11,11,11, 11,11,11,11,11]
SN-15-2	AG-News	Lossless	Lossless	Lossless

SN-15-7	SST-2	Lossless	Lossless	[11,11,11,11,11, 10,11,11,11,11, 11,11,11,11,11]
SN-15-7	AG-News	Lossless	[11,11,11,11,11, 11,11,11,11,11, 11,11,11,10,11]	Lossless

SN-15-10	SST-2	Lossless	Lossless	Lossless
SN-15-10	AG-News	Lossless	Lossless	Lossless

SN-20-1	SST-2	Lossless	Lossless	[11,11,11,11,10, 11,11,11,11,11,11,11,11,11,11, 11,11,11,11,10]
SN-20-1	AG-News	Lossless	Lossless	Lossless

SN-20-2	SST-2	Lossless	Lossless	Lossless
SN-20-2	AG-News	Lossless	Lossless	Lossless
SN-20-10	SST-2	Lossless	Lossless	Lossless
SN-20-10	AG-News	Lossless	Lossless	Lossless

SN-20-20	SST-2	Lossless	[11,11,11,11,11, 11,11,11,11,11, 11,11,11,11,11, 10,11,11,10,11]	[11,11,11,11,10, 11,11,11,11,11,11,11,11,11,11, 11,11,11,11,10]
SN-20-20	AG-News	Lossless	Lossless	Lossless