ODE Discovery on Apoptosis
0.004RMSESINDy
Evaluation Results
| Method | Links | |
|---|---|---|
| SINDyAccess Level=Full trajectory access2026.07 | 0.004 | |
| LLM-SR†Access Level=Full trajectory access, LLM Backbone=GPT-5.22026.07 | 0.024 | |
| PySRAccess Level=Full trajectory access2026.07 | 0.045 | |
| AgentODEAccess Level=Summary-level only, LLM Backbone=GPT-5.22026.07 | 0.079 | |
| AgentODE w/o iterative refinementAccess Level=Summary-level only, LLM Backbone=GPT-5.2, Refinement=None2026.07 | 0.111 | |
| Neural ODEAccess Level=Full trajectory access2026.07 | 0.134 |