Text Reconstruction from Gradients on IMDB
48Average Runtime (s)SOMP
Evaluation Results
| Method | Links | |
|---|---|---|
| SOMPBeam Width (Bw)=4, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=12026.03 | 48 | |
| SOMPBeam Width (Bw)=8, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=12026.03 | 58 | |
| DAGERModel=GPT-2, Hardware=RTX 5060, Batch Size (B)=12026.03 | 61 | |
| SOMPBeam Width (Bw)=16, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=12026.03 | 75 | |
| SOMPBeam Width (Bw)=4, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=22026.03 | 96 | |
| SOMPBeam Width (Bw)=8, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=22026.03 | 117 | |
| DAGERModel=GPT-2, Hardware=RTX 5060, Batch Size (B)=22026.03 | 118 | |
| SOMPBeam Width (Bw)=16, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=22026.03 | 143 | |
| SOMPBeam Width (Bw)=4, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=42026.03 | 191 | |
| SOMPBeam Width (Bw)=8, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=42026.03 | 231 | |
| DAGERModel=GPT-2, Hardware=RTX 5060, Batch Size (B)=42026.03 | 248 | |
| SOMPBeam Width (Bw)=16, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=42026.03 | 289 | |
| SOMPBeam Width (Bw)=4, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=3592026.03 | 359 | |
| SOMPBeam Width (Bw)=8, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=82026.03 | 448 | |
| DAGERModel=GPT-2, Hardware=RTX 5060, Batch Size (B)=82026.03 | 467 | |
| SOMPBeam Width (Bw)=16, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=82026.03 | 572 | |
| SOMPBeam Width (Bw)=4, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=162026.03 | 672 | |
| SOMPBeam Width (Bw)=8, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=162026.03 | 968 | |
| DAGERModel=GPT-2, Hardware=RTX 5060, Batch Size (B)=162026.03 | 1,127 | |
| SOMPBeam Width (Bw)=16, Model=GPT-2, Hardware=RTX 5060, Batch Size (B)=162026.03 | 1,308 |