Attribution Runtime Analysis on Mythos f^heat (N=10)
1.4Runtime (s)Exact Shapley
Evaluation results
| Method | Links | |
|---|---|---|
| Exact ShapleyT (Window length)=14, D (Feature dimension)=3, Repeats=3, Hardware=Apple M4 CPU node (10 cores, 16 GB memory)2026.05 | 1.4 | |
| Exact BanzhafT (Window length)=14, D (Feature dimension)=3, Repeats=3, Hardware=Apple M4 CPU node (10 cores, 16 GB memory)2026.05 | 1.4 | |
| Aumann–Shapley path-integral attributionT (Window length)=14, D (Feature dimension)=3, Repeats=3, Hardware=Apple M4 CPU node (10 cores, 16 GB memory)2026.05 | 4.9 | |
| LOOT (Window length)=14, D (Feature dimension)=3, Repeats=3, Hardware=Apple M4 CPU node (10 cores, 16 GB memory)2026.05 | 5.7 | |
| Sampled ShapleyT (Window length)=14, D (Feature dimension)=3, Repeats=3, Hardware=Apple M4 CPU node (10 cores, 16 GB memory), Samples (m)=10002026.05 | 9.6 | |
| Sampled BanzhafT (Window length)=14, D (Feature dimension)=3, Repeats=3, Hardware=Apple M4 CPU node (10 cores, 16 GB memory), Samples (m)=10002026.05 | 9.8 |