v1v2 (latest)

Symbolic regression via MDLformer-guided search: from minimizing prediction error to minimizing description length

6 November 2024

Papers citing "Symbolic regression via MDLformer-guided search: from minimizing prediction error to minimizing description length"

26 / 26 papers shown

Title
LLM-Meta-SR: Learning to Evolve Selection Operators for Symbolic Regression Hengzhe Zhang Qi Chen Bing Xue Mengjie Zhang 66 0 0 24 May 2025
Automated discovery of symbolic laws governing skill acquisition from naturally occurring data Sannyuya Liu Qing Li Xiaoxuan Shen Jianwen Sun Zongkai Yang 42 9 0 08 Apr 2024
A Comprehensive Survey on Artificial Intelligence for Complex Network: Potential, Methodology and Application Jingtao Ding Chang Liu Y. Zheng Yunke Zhang Zihan Yu ... Hongyi Chen J. Piao Huandong Wang Jiazhen Liu Yong Li AI4CE 75 13 0 23 Feb 2024
SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training Kazem Meidani Parshin Shojaee Chandan K. Reddy A. Farimani 121 19 0 03 Oct 2023
RSRM: Reinforcement Symbolic Regression Machine Yilong Xu Yang Liu Haoqin Sun 50 4 0 24 May 2023
Controllable Neural Symbolic Regression Tommaso Bendinelli Luca Biggio Pierre-Alexandre Kamienny 73 15 0 20 Apr 2023
Deep symbolic regression for physics guided by units constraints: toward the automated discovery of physical laws Wassim Tenachi Rodrigo Ibata F. Diakogiannis AI4CE 62 82 0 06 Mar 2023
Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search Pierre-Alexandre Kamienny Guillaume Lample Sylvain Lamprier M. Virgolin 96 31 0 22 Feb 2023
Toward Physically Plausible Data-Driven Models: A Novel Neural Network Approach to Symbolic Regression Jiří Kubalík Erik Derner Robert Babuška 62 12 0 01 Feb 2023
A-NeSI: A Scalable Approximate Method for Probabilistic Neurosymbolic Inference Emile van Krieken Thiviyan Thanapalasingam Jakub M. Tomczak F. V. Harmelen A. T. Teije 84 39 0 23 Dec 2022
Interpretable Scientific Discovery with Symbolic Regression: A Review N. Makke Sanjay Chawla 114 112 0 20 Nov 2022
End-to-end symbolic regression with transformers Pierre-Alexandre Kamienny Stéphane dÁscoli Guillaume Lample Franccois Charton 102 177 0 22 Apr 2022
Deep Symbolic Regression for Recurrent Sequences Stéphane dÁscoli Pierre-Alexandre Kamienny Guillaume Lample Franccois Charton 154 55 0 12 Jan 2022
Symbolic Regression via Neural-Guided Genetic Programming Population Seeding T. Nathan Mundhenk Mikel Landajuela Ruben Glatt Claudio Santiago Daniel Faissol Brenden K. Petersen 113 92 0 29 Oct 2021
Contemporary Symbolic Regression Methods and their Relative Performance William La Cava Patryk Orzechowski Bogdan Burlacu Fabrício Olivetti de Francca M. Virgolin Ying Jin M. Kommenda J. Moore 201 262 0 29 Jul 2021
Neural Symbolic Regression that Scales Luca Biggio Tommaso Bendinelli Alexander Neitz Aurelien Lucchi Giambattista Parascandolo 99 180 0 11 Jun 2021
AI Feynman 2.0: Pareto-optimal symbolic regression exploiting graph modularity S. Udrescu A. Tan Jiahai Feng Orisvaldo Neto Tailin Wu Max Tegmark 107 193 0 18 Jun 2020
Deep symbolic regression: Recovering mathematical expressions from data via risk-seeking policy gradients Brenden K. Petersen Mikel Landajuela T. Nathan Mundhenk Claudio Santiago Soo K. Kim Joanne T. Kim 68 319 0 10 Dec 2019
Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific Discovery Samuel Kim Peter Y. Lu Srijon Mukherjee M. Gilbert Li Jing V. Ceperic Marin Soljacic 67 169 0 10 Dec 2019
Epsilon-Lexicase Selection for Regression William La Cava Lee Spector K. Danai 56 136 0 30 May 2019
AI Feynman: a Physics-Inspired Method for Symbolic Regression S. Udrescu Max Tegmark 168 887 0 27 May 2019
Learning concise representations for regression by evolving networks of trees William La Cava T. Singh James Taggart S. Suri J. Moore 67 58 0 03 Jul 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 811 132,725 0 12 Jun 2017
PMLB: A Large Benchmark Suite for Machine Learning Evaluation and Comparison Randal S. Olson William La Cava Patryk Orzechowski Ryan J. Urbanowicz J. Moore 412 381 0 01 Mar 2017
XGBoost: A Scalable Tree Boosting System Tianqi Chen Carlos Guestrin 825 39,255 0 09 Mar 2016
Attentive Pooling Networks Cicero Nogueira dos Santos Ming Tan Bing Xiang Bowen Zhou 81 347 0 11 Feb 2016