Symbolic Discovery on ODEBench Out-of-Distribution 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 | 0.0243 | |
| APPS-ODEDiscovery Strategy=Active Symbolic Discovery2026.06 | 1.02 | |
| SINDyDiscovery Strategy=Passive Symbolic Discovery2026.06 | 1.41 | |
| PySRDiscovery Strategy=Passive Symbolic Discovery2026.06 | 1.43 | |
| LLM-onlyDiscovery Strategy=LLM-guided Symbolic Discovery2026.06 | 1.79 | |
| OperonDiscovery Strategy=Passive Symbolic Discovery2026.06 | 1.84 | |
| ODEFormerDiscovery Strategy=Passive Symbolic Discovery2026.06 | 2.04 | |
| E2EDiscovery Strategy=Passive Symbolic Discovery2026.06 | 2.19 |