symbolic-equation
CommunityTurn data into interpretable equations with LLMs.
Education & Research#llm#data-analysis#evolutionary-algorithm#symbolic-regression#interpretable-models#scientific-computation
AuthorEmbers-of-the-Fire
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Discover interpretable equations from data using LLM-guided evolutionary search.
Core Features & Use Cases
- Multi-island evolutionary search to explore equation spaces.
- LLM-guided mutations to propose improved equations.
- Softmax-based cluster sampling balances exploration and exploitation.
- Emphasis on physical interpretability for scientific models.
- Use cases include symbolic regression in physics, chemistry, and biology.
Quick Start
Provide a dataset description, list variables, and define the target to start discovering equations.
Dependency Matrix
Required Modules
None requiredComponents
references
💻 Claude Code Installation
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Please help me install this Skill: Name: symbolic-equation Download link: https://github.com/Embers-of-the-Fire/agent-research-skills-opencode/archive/main.zip#symbolic-equation Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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