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Benchmarks
Tabular Classification on LCLD (test)
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74.5
Clean Accuracy
TabTr.
-2.98
17.135
37.25
57.365
Jun 3, 2025
Clean Accuracy
Robust Accuracy (CAPGD)
Robust Accuracy (CAA)
Updated 8d ago
Evaluation Results
Method
Method
Links
Clean Accuracy
Robust Accuracy (CAPGD)
Robust Accuracy (CAA)
TabTr.
Robustification=Madry...
2025.06
74.5
70.5
69.9
RLN
Robustification=Madry...
2025.06
70.3
64.3
63
VIME
Robustification=Madry...
2025.06
65.1
12.8
10.2
TabPFNv2
Robustification=CAA
2025.06
60.4
49.3
41.2
TabICL
Robustification=AICL (...
2025.06
60.3
51.2
39.6
TabICL
Robustification=AICL (...
2025.06
58.8
47.1
20.8
TabPFNv2
Robustification=CAPGD
2025.06
55.8
42
14.7
STG
Robustification=Madry...
2025.06
16.7
13.4
13.4
TabNet
Robustification=Madry...
2025.06
0
0
0
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