Symbolic Regression via Neural-Guided Genetic Programming Population Seeding

29 October 2021

Papers citing "Symbolic Regression via Neural-Guided Genetic Programming Population Seeding"

50 / 52 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
Genetic Programming with Reinforcement Learning Trained Transformer for Real-World Dynamic Scheduling Problems Xian Chen R. Qu Jing Dong Ruibin Bai Yaochu Jin OffRL 32 0 0 10 Apr 2025
Grammar-based Ordinary Differential Equation Discovery Karin L. Yu Eleni Chatzi Georgios Kissas 42 0 0 03 Apr 2025
Interpretable Machine Learning in Physics: A Review Sebastian Johann Wetzel Seungwoong Ha Raban Iten Miriam Klopotek Ziming Liu AI4CE 80 0 0 30 Mar 2025
Enhancing Symbolic Regression with Quality-Diversity and Physics-Inspired Constraints J.-P. Bruneton 46 0 0 24 Mar 2025
Parsing the Language of Expression: Enhancing Symbolic Regression with Domain-Aware Symbolic Priors Sikai Huang Yixin Berry Wen Tara Adusumilli Kusum Choudhary Haizhao Yang 52 0 0 13 Mar 2025
ViSymRe: Vision-guided Multimodal Symbolic Regression Da Li Junping Yin Jin Xu Xinxin Li Juan Zhang 85 1 0 15 Dec 2024
Neuro-Symbolic AI: Explainability, Challenges, and Future Trends Xin Zhang Victor S. Sheng AI4TS 34 4 0 07 Nov 2024
Symbolic regression via MDLformer-guided search: from minimizing prediction error to minimizing description length Zihan Yu Jingtao Ding Yong Li 42 0 0 06 Nov 2024
Integrating Fuzzy Logic into Deep Symbolic Regression Wout Gerdes Erman Acar 34 0 0 01 Nov 2024
Operator Feature Neural Network for Symbolic Regression Yusong Deng Min Wu Lina Yu Jingyi Liu Shu Wei Yanjie Li Weijun Li 29 0 0 14 Aug 2024
AlphaForge: A Framework to Mine and Dynamically Combine Formulaic Alpha Factors Hao Shi Weili Song Xinting Zhang Jiahe Shi Cuicui Luo Xiang Ao Hamid Arian Luis Seco 31 2 0 26 Jun 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 26 0 0 24 Jun 2024
DN-CL: Deep Symbolic Regression against Noise via Contrastive Learning Jingyi Liu Yanjie Li Lina Yu Min Wu Weijun Li Wenqiang Li Meilan Hao Yusong Deng Shu Wei 44 0 0 21 Jun 2024
Discovering Preference Optimization Algorithms with and for Large Language Models Chris Xiaoxuan Lu Samuel Holt Claudio Fanconi Alex J. Chan Jakob Foerster M. Schaar R. T. Lange OffRL 37 15 0 12 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
Accelerating evolutionary exploration through language model-based transfer learning M. Reissmann Yuan Fang Andrew S. H. Ooi R. D. Sandberg 39 2 0 07 Jun 2024
A Comparison of Recent Algorithms for Symbolic Regression to Genetic Programming Yousef A. Radwan G. Kronberger Stephan M. Winkler OffRL 54 4 0 05 Jun 2024
Multi-Representation Genetic Programming: A Case Study on Tree-based and Linear Representations Zhixing Huang Yi Mei Fangfang Zhang Mengjie Zhang Wolfgang Banzhaf AI4CE 21 0 0 23 May 2024
LLM and Simulation as Bilevel Optimizers: A New Paradigm to Advance Physical Scientific Discovery Pingchuan Ma Tsun-Hsuan Wang Minghao Guo Zhiqing Sun Joshua B. Tenenbaum Daniela Rus Chuang Gan Wojciech Matusik AI4CE 42 26 0 16 May 2024
ISR: Invertible Symbolic Regression Tony Tohme M. J. Khojasteh Mohsen Sadr Florian Meyer Kamal Youcef-Toumi 51 0 0 10 May 2024
Vision-based Discovery of Nonlinear Dynamics for 3D Moving Target Zi-Rui Zhang Yang Liu Hao Sun 31 1 0 27 Apr 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
Learning Heuristics for Transit Network Design and Improvement with Deep Reinforcement Learning Andrew Holliday A. El-geneidy Gregory Dudek 27 0 0 08 Apr 2024
A Neural-Evolutionary Algorithm for Autonomous Transit Network Design Andrew Holliday Gregory Dudek 59 0 0 27 Feb 2024
FGeo-TP: A Language Model-Enhanced Solver for Geometry Problems Yiming He Jia Zou Xiaokai Zhang Na Zhu Tuo Leng LRM 29 1 0 14 Feb 2024
Guided Evolution with Binary Discriminators for ML Program Search John D. Co-Reyes Yingjie Miao George Tucker Aleksandra Faust Esteban Real 39 0 0 08 Feb 2024
PruneSymNet: A Symbolic Neural Network and Pruning Algorithm for Symbolic Regression Min Wu Weijun Li Lina Yu Wenqiang Li Jingyi Liu Yanjie Li Meilan Hao 20 1 0 25 Jan 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
Bridging Evolutionary Algorithms and Reinforcement Learning: A Comprehensive Survey on Hybrid Algorithms Pengyi Li Jianye Hao Hongyao Tang Xian Fu Yan Zheng Ke Tang 39 9 0 22 Jan 2024
Explainable Fraud Detection with Deep Symbolic Classification Samantha Visbeek Erman Acar Floris den Hengst FaML 19 3 0 01 Dec 2023
MetaSymNet: A Dynamic Symbolic Regression Network Capable of Evolving into Arbitrary Formulations Yanjie Li Weijun Li Lina Yu Min Wu Jinyi Liu Wenqiang Li Meilan Hao Shu Wei Yusong Deng 23 1 0 13 Nov 2023
Discovering interpretable elastoplasticity models via the neural polynomial method enabled symbolic regressions B. Bahmani H. S. Suh WaiChing Sun 23 17 0 24 Jul 2023
Predicting Ordinary Differential Equations with Transformers Soren Becker M. Klein Alexander Neitz Giambattista Parascandolo Niki Kilbertus 27 14 0 24 Jul 2023
MESSY Estimation: Maximum-Entropy based Stochastic and Symbolic densitY Estimation Tony Tohme Mohsen Sadr K. Youcef-Toumi N. Hadjiconstantinou 30 3 0 07 Jun 2023
Generating Synergistic Formulaic Alpha Collections via Reinforcement Learning Shuo Yu Hongyan Xue Xiang Ao Feiyang Pan Jia He Dandan Tu Qing He AIFin 29 11 0 25 May 2023
RSRM: Reinforcement Symbolic Regression Machine Yilong Xu Yang Liu Haoqin Sun 18 3 0 24 May 2023
Controllable Neural Symbolic Regression Tommaso Bendinelli Luca Biggio Pierre-Alexandre Kamienny 28 14 0 20 Apr 2023
Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search Pierre-Alexandre Kamienny Guillaume Lample Sylvain Lamprier M. Virgolin 26 25 0 22 Feb 2023
Online Symbolic Regression with Informative Query Pengwei Jin Di Huang Rui Zhang Xingui Hu Ziyuan Nan Zidong Du Qi Guo Yunji Chen 21 2 0 21 Feb 2023
Efficient Generator of Mathematical Expressions for Symbolic Regression Sebastian Mežnar S. Džeroski L. Todorovski 30 12 0 20 Feb 2023
Symbolic Metamodels for Interpreting Black-boxes Using Primitive Functions Mahed Abroshan Saumitra Mishra Mohammad Mahdi Khalili 33 4 0 09 Feb 2023
Symbolic expression generation via Variational Auto-Encoder Sergei Popov Mikhail Lazarev V. Belavin D. Derkach Andrey Ustyuzhanin DRL 37 5 0 15 Jan 2023
Interpretable Scientific Discovery with Symbolic Regression: A Review N. Makke S. Chawla 30 92 0 20 Nov 2022
DISCOVER: Deep identification of symbolically concise open-form PDEs via enhanced reinforcement-learning Mengge Du Yuntian Chen Dong-juan Zhang 33 0 0 04 Oct 2022
What can we Learn by Predicting Accuracy? Olivier Risser-Maroix Benjamin Chamand 27 4 0 02 Aug 2022
CoNSoLe: Convex Neural Symbolic Learning Haoran Li Yang Weng Hanghang Tong 24 9 0 01 Jun 2022
SymFormer: End-to-end symbolic regression using transformer-based architecture Martin Vastl Jonáš Kulhánek Jiří Kubalík Erik Derner Robert Babuška 27 43 0 31 May 2022
GSR: A Generalized Symbolic Regression Approach Tony Tohme Dehong Liu K. Youcef-Toumi 59 14 0 31 May 2022
Taylor Genetic Programming for Symbolic Regression Baihe He Qiang Lu Qingyun Yang Jake Luo Zhiguang Wang 29 29 0 28 Apr 2022