Recommendation on Goodreads Cold-Start Item
0.505Avg HR@{1,3,5}ChainRec
Evaluation results
| Method | Links | |
|---|---|---|
| ChainRecCategory=Ours2026.02 | 0.505 | |
| Baseline666Category=Agentic RS2026.02 | 0.495 | |
| DummyAgentCategory=Agentic RS2026.02 | 0.495 | |
| RecHackerCategory=Agentic RS2026.02 | 0.461 | |
| BaseAgentCategory=Agentic RS2026.02 | 0.162 | |
| MemoryAgentCategory=Agentic RS2026.02 | 0.155 | |
| CoTMemAgentCategory=Agentic RS2026.02 | 0.155 | |
| MFCategory=Traditional RS2026.02 | 0.15 | |
| LightGCNCategory=DL-based RS2026.02 | 0.15 | |
| CoTAgentCategory=Agentic RS2026.02 | 0.145 | |
| Agent4RecCategory=Agentic RS2026.02 | 0.111 |