ODE Discovery on Polymer
0.196RMSEPySR
Evaluation results
| Method | Links | |
|---|---|---|
| PySRAccess Level=Full trajectory access2026.07 | 0.196 | |
| Neural ODEAccess Level=Full trajectory access2026.07 | 0.257 | |
| LLM-SR†Access Level=Full trajectory access, LLM Backbone=GPT-5.22026.07 | 0.508 | |
| SINDyAccess Level=Full trajectory access2026.07 | 0.543 | |
| AgentODEAccess Level=Summary-level only, LLM Backbone=GPT-5.22026.07 | 0.689 | |
| AgentODE w/o iterative refinementAccess Level=Summary-level only, LLM Backbone=GPT-5.2, Refinement=None2026.07 | 1.81 |