Data Reconstruction on AGNews
77.4Reconstruction RateNeuroImprint
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NeuroImprintModel=BERT, Token Len.=128, Optimizer=SGD2026.06 | 77.4 | 99.4 | 0.028 | |
| NeuroImprintModel=BERT, Token Len.=128, Optimizer=AdamW2026.06 | 74.6 | 76.7 | 0.09 | |
| NeuroImprintModel=GPT-2, Token Len.=128, Optimizer=AdamW2026.06 | 74.4 | 77.9 | 0.115 | |
| NeuroImprintModel=Qwen2-1.5B, Token Len.=128, Optimizer=AdamW2026.06 | 73.3 | 83 | 0.102 | |
| NeuroImprintModel=Qwen2-1.5B, Token Len.=128, Optimizer=SGD2026.06 | 71.4 | 99.7 | 0.025 | |
| NeuroImprintModel=Llama3-3B, Token Len.=128, Optimizer=SGD2026.06 | 70 | 99.2 | 0.057 | |
| NeuroImprintModel=GPT-2, Token Len.=128, Optimizer=SGD2026.06 | 66.5 | 99 | 0.05 | |
| NeuroImprintModel=Llama3-3B, Token Len.=128, Optimizer=AdamW2026.06 | 62.7 | 81.7 | 0.085 |