Symbolic Discovery of Ordinary Differential Equations on SIR(2D) ID
0Residual NMSELLM-SR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLM-SRSearch Budget=100 iterations per dimension, LLM Engine=Gemini 2.5 Flash Lite, Aggregation=Dimension-averaged2026.05 | 0 | 0 | |
| DoLQSearch Budget=100 iterations, LLM Engine=Gemini 2.5 Flash Lite, Aggregation=Dimension-averaged2026.05 | 0 | 0 | |
| LASRSearch Budget=Comparable expected iterations per dimension, LLM Engine=Gemini 2.5 Flash Lite, Aggregation=Dimension-averaged2026.05 | 0 | 0 | |
| DoLQSearch Budget=100 iterations, LLM Engine=Gemini 2.5 Flash Lite, Aggregation=Dimension-averaged2026.05 | 0 | 0 | |
| ICSRSearch Budget=100 iterations per dimension, LLM Engine=Gemini 2.5 Flash Lite, Aggregation=Dimension-averaged2026.05 | 0 | 0 | |
| ICSRSearch Budget=100 iterations per dimension, LLM Engine=Gemini 2.5 Flash Lite, Aggregation=Dimension-averaged2026.05 | 0.0005 | 0.0004 | |
| LLM-SRSearch Budget=100 iterations per dimension, LLM Engine=Gemini 2.5 Flash Lite, Aggregation=Dimension-averaged2026.05 | 0.0027 | 0.0031 | |
| LASRSearch Budget=Comparable expected iterations per dimension, LLM Engine=Gemini 2.5 Flash Lite, Aggregation=Dimension-averaged2026.05 | 0.291 | 0.29 | |
| EDLSearch Budget=100 iterations per dimension, LLM Engine=Gemini 2.5 Flash Lite, Aggregation=Dimension-averaged2026.05 | 18.6 | 14 | |
| EDLSearch Budget=100 iterations per dimension, LLM Engine=Gemini 2.5 Flash Lite, Aggregation=Dimension-averaged2026.05 | 107,000 | 133,000 |