Subgraph Reconstruction Attack on HCM
88.1PrecisionGRASP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GRASPTarget LLM=Claude Haiku 4.5, Matching Criterion=Naïve2026.02 | 88.1 | 79.5 | 83.5 | |
| GRASPTarget LLM=Claude Haiku 4.5, Matching Criterion=RType2026.02 | 86.2 | 78.9 | 82.4 | |
| GRASPTarget LLM=GPT5-mini, Matching Criterion=Naïve2026.02 | 79 | 58 | 66.9 | |
| GRASPTarget LLM=Qwen3 30B, Matching Criterion=Naïve2026.02 | 75.3 | 77.4 | 76.3 | |
| GRASPTarget LLM=Qwen3 30B, Matching Criterion=RType2026.02 | 73.6 | 76.4 | 74.9 | |
| GRASPTarget LLM=GPT5-mini, Matching Criterion=RType2026.02 | 72.5 | 56 | 63.1 | |
| GRASPTarget LLM=GPT4o-mini, Matching Criterion=Naïve2026.02 | 58.9 | 57.1 | 58 | |
| GRASPTarget LLM=GPT4o-mini, Matching Criterion=RType2026.02 | 50 | 52.9 | 51.4 | |
| WormTarget LLM=GPT4o-mini, Matching Criterion=Naïve2026.02 | 47.3 | 45.7 | 43.7 | |
| WormTarget LLM=Qwen3 30B, Matching Criterion=Naïve2026.02 | 35.4 | 74.4 | 42.3 | |
| FGTarget LLM=GPT4o-mini, Matching Criterion=Naïve2026.02 | 33.5 | 30.6 | 28.6 | |
| WormTarget LLM=GPT4o-mini, Matching Criterion=RType2026.02 | 29.2 | 35.5 | 29 | |
| WormTarget LLM=Qwen3 30B, Matching Criterion=RType2026.02 | 27 | 70 | 34.5 | |
| FGTarget LLM=Qwen3 30B, Matching Criterion=Naïve2026.02 | 23 | 46.3 | 27.1 | |
| P4Target LLM=Qwen3 30B, Matching Criterion=Naïve2026.02 | 22.8 | 45.9 | 30.5 | |
| P3Target LLM=Qwen3 30B, Matching Criterion=Naïve2026.02 | 19.7 | 43.1 | 27.1 | |
| FGTarget LLM=Qwen3 30B, Matching Criterion=RType2026.02 | 18.2 | 40.5 | 22.2 | |
| FGTarget LLM=GPT4o-mini, Matching Criterion=RType2026.02 | 17.3 | 20 | 16.8 | |
| P2Target LLM=Qwen3 30B, Matching Criterion=Naïve2026.02 | 13.5 | 5 | 7.3 | |
| P4Target LLM=Qwen3 30B, Matching Criterion=RType2026.02 | 12.6 | 38.3 | 19 | |
| P3Target LLM=Claude Haiku 4.5, Matching Criterion=Naïve2026.02 | 11.4 | 27.3 | 16.1 | |
| P2Target LLM=Qwen3 30B, Matching Criterion=RType2026.02 | 11.3 | 3.3 | 5.1 | |
| P1Target LLM=Claude Haiku 4.5, Matching Criterion=Naïve2026.02 | 9.7 | 23 | 13.7 | |
| P4Target LLM=Claude Haiku 4.5, Matching Criterion=Naïve2026.02 | 9.7 | 20.5 | 13.1 | |
| FGTarget LLM=Claude Haiku 4.5, Matching Criterion=Naïve2026.02 | 9.7 | 21.2 | 12.5 | |
| P2Target LLM=Claude Haiku 4.5, Matching Criterion=Naïve2026.02 | 8.6 | 15 | 11 | |
| WormTarget LLM=Claude Haiku 4.5, Matching Criterion=Naïve2026.02 | 8 | 25.1 | 11.6 | |
| P2Target LLM=GPT5-mini, Matching Criterion=Naïve2026.02 | 7.8 | 23.6 | 11.7 | |
| WormTarget LLM=GPT5-mini, Matching Criterion=Naïve2026.02 | 7.1 | 17.1 | 9.2 | |
| FGTarget LLM=GPT5-mini, Matching Criterion=Naïve2026.02 | 6.8 | 13.5 | 7.7 | |
| P4Target LLM=GPT5-mini, Matching Criterion=Naïve2026.02 | 6.2 | 17.8 | 9.1 | |
| P1Target LLM=GPT4o-mini, Matching Criterion=Naïve2026.02 | 6.1 | 11.5 | 8 | |
| P3Target LLM=GPT5-mini, Matching Criterion=Naïve2026.02 | 6 | 19.6 | 9.2 | |
| P1Target LLM=GPT5-mini, Matching Criterion=Naïve2026.02 | 5.8 | 20.9 | 9 | |
| P1Target LLM=Qwen3 30B, Matching Criterion=Naïve2026.02 | 5.7 | 25 | 9.2 | |
| P4Target LLM=GPT4o-mini, Matching Criterion=Naïve2026.02 | 5 | 7.2 | 5.9 | |
| P3Target LLM=GPT4o-mini, Matching Criterion=Naïve2026.02 | 4.8 | 7.9 | 5.9 | |
| P3Target LLM=Qwen3 30B, Matching Criterion=RType2026.02 | 4.6 | 17.4 | 7.3 | |
| P2Target LLM=GPT4o-mini, Matching Criterion=Naïve2026.02 | 2.5 | 0.2 | 0.4 | |
| P3Target LLM=Claude Haiku 4.5, Matching Criterion=RType2026.02 | 0.9 | 3.1 | 1.3 | |
| FGTarget LLM=Claude Haiku 4.5, Matching Criterion=RType2026.02 | 0.8 | 1.9 | 1.1 | |
| P2Target LLM=Claude Haiku 4.5, Matching Criterion=RType2026.02 | 0.4 | 0.6 | 0.5 | |
| WormTarget LLM=Claude Haiku 4.5, Matching Criterion=RType2026.02 | 0.4 | 2.4 | 0.7 | |
| P1Target LLM=GPT5-mini, Matching Criterion=RType2026.02 | 0.3 | 1.1 | 0.4 | |
| P2Target LLM=GPT5-mini, Matching Criterion=RType2026.02 | 0.3 | 1.6 | 0.5 | |
| P1Target LLM=Claude Haiku 4.5, Matching Criterion=RType2026.02 | 0.3 | 1 | 0.4 | |
| P4Target LLM=Claude Haiku 4.5, Matching Criterion=RType2026.02 | 0.3 | 1.7 | 0.6 | |
| P1Target LLM=GPT4o-mini, Matching Criterion=RType2026.02 | 0.2 | 0.6 | 0.3 | |
| P4Target LLM=GPT4o-mini, Matching Criterion=RType2026.02 | 0.2 | 0.6 | 0.3 | |
| P3Target LLM=GPT5-mini, Matching Criterion=RType2026.02 | 0.2 | 0.9 | 0.4 | |
| P4Target LLM=GPT5-mini, Matching Criterion=RType2026.02 | 0.2 | 1 | 0.4 | |
| P3Target LLM=GPT4o-mini, Matching Criterion=RType2026.02 | 0.1 | 0.4 | 0.1 | |
| WormTarget LLM=GPT5-mini, Matching Criterion=RType2026.02 | 0.1 | 0.1 | 0.1 | |
| FGTarget LLM=GPT5-mini, Matching Criterion=RType2026.02 | 0.1 | 0.2 | 0.1 | |
| P1Target LLM=Qwen3 30B, Matching Criterion=RType2026.02 | 0.1 | 0.3 | 0.1 | |
| P2Target LLM=GPT4o-mini, Matching Criterion=RType2026.02 | 0 | 0 | 0 |