deep-symbolic-mathematics

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5 repositories

LLM-SR
Public
[ICLR 2025 Oral] This is the official repo for the paper "LLM-SR" on Scientific Equation Discovery and Symbolic Regression with Large Language Models
program-synthesis symbolic-regression scientific-discovery equation-discovery ai4science large-language-models ai4code ai4math llm-agent
Python
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MIT License
•32•171•5•1•Updated Jul 31, 2025Jul 31, 2025
llm-srbench
Public
[ICML2025 Oral] LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models
scientific-discovery ai4science large-language-models ai4code ai4math llm-agent
Python
•5•75•2•0•Updated Jul 31, 2025Jul 31, 2025
TPSR
Public
[NeurIPS 2023] This is the official code for the paper "TPSR: Transformer-based Planning for Symbolic Regression"
deep-learning transformers symbolic-regression language-model symbolic-math planning-algorithms interpretable-ml equation-discovery ai4science ai4math
Python
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MIT License
•14•77•2•0•Updated Nov 4, 2024Nov 4, 2024
Multimodal-Math-Pretraining
Public
[ICLR 2024 Spotlight] This is the official code for the paper "SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training"
deep-learning transformers symbolic-regression representation-learning multi-modal symbolic-math multi-modal-learning ai4science ai4math
Python
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MIT License
•6•57•1•0•Updated Oct 22, 2024Oct 22, 2024
Multimodal-Symbolic-Regression
Public
[ICLR 2024 Spotlight] SNIP on Symbolic Regression: Deep Symbolic Regression with Multimodal Pretraining
transformers symbolic-regression multi-modal-learning latent-space-interpolation equation-discovery ai4science ai4math
Python
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MIT License
•5•20•2•0•Updated Oct 21, 2024Oct 21, 2024