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Benchmarks
VFL Attack Performance on MNIST
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73.23
LISR
feature-based triggerless backdoor attack
71.2852
71.7901
72.295
72.7999
Feb 24, 2026
LISR
tBIR
mBIR
rBIR
mASR
rASR
MTA
Updated 4d ago
Evaluation Results
Method
Method
Links
LISR
tBIR
mBIR
rBIR
mASR
rASR
MTA
feature-based triggerless backdoor attack
scenario=two-party VFL
2026.02
73.23
-
-
-
100
100
93.92
VILLAIN
scenario=two-party VFL
2026.02
73.11
96.61
99.73
99.72
98.66
100
91.77
BASL
scenario=two-party VFL
2026.02
72.11
96.78
98.44
99.77
70.15
76.31
92.96
BadVFL
scenario=two-party VFL
2026.02
71.36
69.84
70.21
70.35
94.93
97.44
77.36
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