SymbolicArena: A Unified Infrastructure for Benchmark Distillation and Dynamic Evaluation in Symbolic Regression

arXiv:2609.35113 · cs.LG · Submitted 2026-09-28 · Read on arXiv

cs.LG

Submitted: 2026-09-28

Updated: 2026-09-28

Code: https://github.com/jkitchin/jaxsr

Terminology

• Benchmark — 1× in this paper · explained in 2 episodes
• Distillation — 1× in this paper · explained in 2 episodes
• Symbolic Regression — 1× in this paper · explained in 5 episodes

Sources

• An Approach to Symbolic Regression Using Feyn
• Interpretable Machine Learning for Science with PySR and SymbolicRegression.jl
• The Llama 3 Herd of Models
• Improving Monte Carlo Tree Search for Symbolic Regression
• LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models
• SymbolicGPT: A Generative Transformer Model for Symbolic Regression
• DrSR: LLM based Scientific Equation Discovery with Dual Reasoning from Data and Experience
• FePySR: A Neural Feature Extraction Framework for Efficient and Scalable Symbolic Regression

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