Certified Robustness Verification on MNIST first 50 samples (test)
16Failing SamplesSHAP-guided single-neuron refinement
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SHAP-guided single-neuron refinementSequence length (m)=1, Hidden size (h)=32, Architecture=LSTM2026.06 | 16 | 14 | |
| SHAP-guided single-neuron refinementSequence length (m)=1, Hidden size (h)=16, Architecture=LSTM2026.06 | 27 | 23 | |
| SHAP-guided single-neuron refinementSequence length (m)=2, Hidden size (h)=32, Architecture=LSTM2026.06 | 34 | 23 | |
| SHAP-guided single-neuron refinementSequence length (m)=1, Hidden size (h)=8, Architecture=LSTM2026.06 | 40 | 22 | |
| SHAP-guided single-neuron refinementSequence length (m)=2, Hidden size (h)=16, Architecture=LSTM2026.06 | 43 | 32 | |
| SHAP-guided single-neuron refinementSequence length (m)=1, Hidden size (h)=4, Architecture=LSTM2026.06 | 44 | 11 | |
| SHAP-guided single-neuron refinementSequence length (m)=2, Hidden size (h)=8, Architecture=LSTM2026.06 | 49 | 38 | |
| SHAP-guided single-neuron refinementSequence length (m)=2, Hidden size (h)=4, Architecture=LSTM2026.06 | 50 | 19 | |
| SHAP-guided single-neuron refinementSequence length (m)=4, Hidden size (h)=4, Architecture=LSTM2026.06 | 50 | 24 | |
| SHAP-guided single-neuron refinementSequence length (m)=4, Hidden size (h)=8, Architecture=LSTM2026.06 | 50 | 23 | |
| SHAP-guided single-neuron refinementSequence length (m)=4, Hidden size (h)=16, Architecture=LSTM2026.06 | 50 | 24 | |
| SHAP-guided single-neuron refinementSequence length (m)=4, Hidden size (h)=32, Architecture=LSTM2026.06 | 50 | 18 | |
| SHAP-guided single-neuron refinementSequence length (m)=7, Hidden size (h)=4, Architecture=LSTM2026.06 | 50 | 11 | |
| SHAP-guided single-neuron refinementSequence length (m)=7, Hidden size (h)=8, Architecture=LSTM2026.06 | 50 | 15 | |
| SHAP-guided single-neuron refinementSequence length (m)=7, Hidden size (h)=16, Architecture=LSTM2026.06 | 50 | 8 | |
| SHAP-guided single-neuron refinementSequence length (m)=7, Hidden size (h)=32, Architecture=LSTM2026.06 | 50 | 8 |