Navigation on FrozenLake Drift I Topology Explicit structural drift
0.85Success RateGLOVE
Evaluation results
| Method | Links | |
|---|---|---|
| GLOVEBackbone=GPT-4o, Agent Architecture=Voyager, GLOVE Augmentation=true2026.01 | 0.85 | |
| GLOVEBackbone=GPT-4o, Agent Architecture=Generative Agent, GLOVE Augmentation=true2026.01 | 0.8 | |
| GLOVEBackbone=GPT-4o, Agent Architecture=Vanilla, GLOVE Augmentation=true2026.01 | 0.75 | |
| GLOVEBackbone=GPT-4o, Agent Architecture=MemoryBank, GLOVE Augmentation=true2026.01 | 0.7 | |
| Generative AgentBackbone=GPT-4o, Agent Architecture=Generative Agent, GLOVE Augmentation=false2026.01 | 0.15 | |
| No Memory (Plain)Backbone=GPT-4o, Agent Architecture=Plain, GLOVE Augmentation=false2026.01 | 0.05 | |
| VanillaBackbone=GPT-4o, Agent Architecture=Vanilla, GLOVE Augmentation=false2026.01 | 0 | |
| MemoryBankBackbone=GPT-4o, Agent Architecture=MemoryBank, GLOVE Augmentation=false2026.01 | 0 | |
| VoyagerBackbone=GPT-4o, Agent Architecture=Voyager, GLOVE Augmentation=false2026.01 | 0 |