Attribution Runtime Analysis on Mythos f^heat (N=10^3)
1.2Runtime (s)Aumann–Shapley path-integral attribution
Evaluation Results
| Method | Links | |
|---|---|---|
| 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 | 1.2 | |
| LOOT (Window length)=14, D (Feature dimension)=3, Repeats=3, Hardware=Apple M4 CPU node (10 cores, 16 GB memory)2026.05 | 1.6 | |
| 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 | 3.7 | |
| 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 | 8.7 |