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Benchmarks
Symbolic Discovery on ODEBench 1.0
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6.6
Complexity
PySR
4.76
17.18
29.6
42.02
Jun 23, 2026
Complexity
Symbolic Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Complexity
Symbolic Accuracy
PySR
Discovery Strategy=Pas...
2026.06
6.6
18.1
SINDy
Discovery Strategy=Pas...
2026.06
11.7
18.5
APPS-ODE
Discovery Strategy=Act...
2026.06
13.4
2.6
Operon
Discovery Strategy=Pas...
2026.06
14
2.4
ODEFormer
Discovery Strategy=Pas...
2026.06
15.9
16.5
LLM-ACES
Discovery Strategy=Act...
2026.06
17.1
46.2
LLM-ACES
Discovery Strategy=Act...
2026.06
18.2
45.6
Bayesian Optimization (BO)
Discovery Strategy=Act...
2026.06
22.6
41.2
LLM-ODE
Discovery Strategy=LLM...
2026.06
25.2
5.9
Query-by-Committee (QBC)
Discovery Strategy=Act...
2026.06
33.7
15.6
LLM-only
Discovery Strategy=LLM...
2026.06
38.9
0
E2E
Discovery Strategy=Pas...
2026.06
52.6
0
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