Causal Discovery on Asia
100F1 ScoreClaude Code Raw
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Claude Code RawTime (s)=186, Cost ($)=2.222026.04 | 100 | — | — | — | — | — | — | |
| MAS CompilerTime (s)=149, Cost ($)=1.462026.04 | 100 | — | — | — | — | — | — | |
| Adaptive Skill (Ours)Time (s)=137, Cost ($)=1.772026.04 | 100 | — | — | — | — | — | — | |
| Auto Opt. (Ours)Time (s)=169, Cost ($)=2.32, Description=Stage 2 result after automatic skill iteration2026.04 | 100 | — | — | — | — | — | — | |
| pure meta-hub + node-children protocolV=8, GT edges=8, K=6, cascade=disabled2026.05 | 100 | — | — | — | 100 | 100 | 7 | |
| MPC2026.04 | 93.4 | 0.3875 | 0.7875 | 1.405 | — | — | — | |
| GPT-4 BFS2026.07 | 93 | — | — | — | — | — | — | |
| QACD2026.04 | 91.81 | 0.375 | 0.225 | 1.1 | — | — | — | |
| PC2026.04 | 87.24 | 0.575 | 1.55 | 2.425 | — | — | — | |
| DiscoPERReflect mechanism=Enabled2026.07 | 86 | — | — | — | — | — | — | |
| DiscoPERReflect mechanism=Disabled2026.07 | 80 | — | — | — | — | — | — | |
| PC2026.07 | 77 | — | — | — | — | — | — | |
| MMHC2026.04 | 74.87 | 0.75 | 1.825 | 3.075 | — | — | — | |
| GES2026.07 | 73 | — | — | — | — | — | — | |
| GOLEM2026.07 | 69 | — | — | — | — | — | — | |
| NOTEARS2026.07 | 68 | — | — | — | — | — | — | |
| MATMCD (MAS)Time (s)=1852, Cost ($)=2.792026.04 | 66.3 | — | — | — | — | — | — | |
| DAG-GNN2026.07 | 65 | — | — | — | — | — | — | |
| ABAPC2026.04 | 50 | 0.655 | 1.465 | 4.19 | — | — | — |