Symbolic Discovery on ODEBench Generalization 1.0
0NMSELLM-ACES
Evaluation results
| Method | Links | |
|---|---|---|
| LLM-ACESDiscovery Strategy=Active Symbolic Discovery, LLM Backbone=GPT2026.06 | 0 | |
| LLM-ACESDiscovery Strategy=Active Symbolic Discovery, LLM Backbone=Qwen2026.06 | 0 | |
| Bayesian Optimization (BO)Discovery Strategy=Active Symbolic Discovery2026.06 | 0 | |
| Query-by-Committee (QBC)Discovery Strategy=Active Symbolic Discovery2026.06 | 0 | |
| LLM-ODEDiscovery Strategy=LLM-guided Symbolic Discovery2026.06 | 0.0047 | |
| OperonDiscovery Strategy=Passive Symbolic Discovery2026.06 | 0.257 | |
| ODEFormerDiscovery Strategy=Passive Symbolic Discovery2026.06 | 0.383 | |
| SINDyDiscovery Strategy=Passive Symbolic Discovery2026.06 | 0.509 | |
| APPS-ODEDiscovery Strategy=Active Symbolic Discovery2026.06 | 0.813 | |
| PySRDiscovery Strategy=Passive Symbolic Discovery2026.06 | 0.882 | |
| E2EDiscovery Strategy=Passive Symbolic Discovery2026.06 | 1.49 | |
| LLM-onlyDiscovery Strategy=LLM-guided Symbolic Discovery2026.06 | 3.45 |