symtorch

name	symtorch
description	Approximate deep learning model components with symbolic equations using PySR
source_type	github
auth_required	false
repository_url	https://github.com/elizabethsztan/InterpretSR
reference_url	https://arxiv.org/abs/2602.21307

symtorch

Approximate deep learning model components with symbolic equations using PySR

Code repository

https://github.com/elizabethsztan/InterpretSR

Use this as the implementation source: clone the repo and follow its README for install, dependencies, and how to run code or experiments. The generated client prints JSON with a suggested git clone command.

Paper (arXiv — explanation)

https://arxiv.org/abs/2602.21307

This is the paper reference. The client can optionally fetch live Atom metadata (title, abstract) for agents; it does not run training or upstream research code by itself.

What “running” this client does

The *_client.py script prints JSON that combines a GitHub repository (clone URL + suggested git clone) with optional paper context from arXiv (live Atom metadata when reference_url is arXiv). Run the real code by cloning the repo and following its README — the skill is your agent-facing entrypoint, not a substitute for the repo’s install steps.

To call a REST API instead, set BASE_URL in scripts/symtorch_client.py or wrap the upstream CLI with subprocess after clone.

How to run the method (from the source)

Extracted for operators and agents. Confirm against the upstream repository or paper before relying on it in production.

Prerequisites

• Python 3.7+
• pip or conda package manager
• PyTorch installation (typically installed as dependency)

Installation

Install SymTorch from PyPI:

pip install torch-symbolic

How to run

The README does not document specific CLI commands or entrypoints. Refer to the official documentation at ReadTheDocs for usage examples and API reference.

Configuration

No environment variables or configuration files are documented in the README. See the accompanying website and full documentation for configuration details.

The same text lives in scripts/USAGE.md for tools that prefer reading files under scripts/.

Parameters

Usage

python3 scripts/symtorch_client.py None

Example Output

None