Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search

Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search

22 February 2023

Pierre-Alexandre Kamienny

Guillaume Lample

Sylvain Lamprier

Papers citing "Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search"

17 / 17 papers shown

Title
Generative Discovery of Partial Differential Equations by Learning from Math Handbooks Hao Xu Y. Chen Rui Cao Tianning Tang Mengge Du Jiacheng Li Adrian H. Callaghan Dongxiao Zhang 29 0 0 09 May 2025
Grammar-based Ordinary Differential Equation Discovery Karin L. Yu Eleni Chatzi Georgios Kissas 45 0 0 03 Apr 2025
Analytical Lyapunov Function Discovery: An RL-based Generative Approach Haohan Zou Jie Feng Hao Zhao Yuanyuan Shi 95 0 0 04 Feb 2025
Symbolic regression via MDLformer-guided search: from minimizing prediction error to minimizing description length Zihan Yu Jingtao Ding Yong Li 44 0 0 06 Nov 2024
Ab initio nonparametric variable selection for scalable Symbolic Regression with large $p$ Shengbin Ye Meng Li 26 0 0 17 Oct 2024
Active Symbolic Discovery of Ordinary Differential Equations via Phase Portrait Sketching Nan Jiang Md Nasim Yexiang Xue 29 0 0 02 Sep 2024
$$\text{Alpha}^2$: Discovering Logical Formulaic Alphas using Deep Reinforcement Learning$ $\text{Alpha}^2$ : Discovering Logical Formulaic Alphas using Deep Reinforcement Learning Feng Xu Yan-Chao Yin Xinyu Zhang Tianyuan Liu Shengyi Jiang Zongzhang Zhang 28 0 0 24 Jun 2024
MLLM-SR: Conversational Symbolic Regression base Multi-Modal Large Language Models Yanjie Li Weijun Li Lina Yu Min Wu Jingyi Liu Wenqiang Li Shu Wei Yusong Deng OffRL 29 3 0 08 Jun 2024
LLM4ED: Large Language Models for Automatic Equation Discovery Mengge Du Yuntian Chen Zhongzheng Wang Longfeng Nie Dong-juan Zhang 38 3 0 13 May 2024
Generative Pre-Trained Transformer for Symbolic Regression Base In-Context Reinforcement Learning Yanjie Li Weijun Li Lina Yu Min Wu Jingyi Liu Wenqiang Li Meilan Hao Shu Wei Yusong Deng 40 2 0 09 Apr 2024
Vertical Symbolic Regression via Deep Policy Gradient Nan Jiang Md Nasim Yexiang Xue 24 1 0 01 Feb 2024
Discovering Mathematical Formulas from Data via GPT-guided Monte Carlo Tree Search Yanjie Li Weijun Li Lina Yu Min Wu Jingyi Liu Wenqiang Li Meilan Hao Shu Wei Yusong Deng 48 9 0 24 Jan 2024
Vertical Symbolic Regression Nan Jiang Md Nasim Yexiang Xue 24 1 0 19 Dec 2023
Reconstructing $S$ -matrix Phases with Machine Learning Aurélien Dersy M. Schwartz A. Zhiboedov 16 5 0 18 Aug 2023
Transformer-based Planning for Symbolic Regression Parshin Shojaee Kazem Meidani A. Farimani Chandan K. Reddy 47 33 0 13 Mar 2023
Symbolic Regression is NP-hard M. Virgolin S. Pissis 67 61 0 03 Jul 2022
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 341 11,684 0 09 Mar 2017