Deep Generative Symbolic Regression

30 December 2023

Papers citing "Deep Generative Symbolic Regression"

17 / 17 papers shown

Title
Discovering Symbolic Differential Equations with Symmetry Invariants Jianke Yang Manu Bhat Bryan Hu Yadi Cao Nima Dehmamy Robin Walters Rose Yu 7 0 0 17 May 2025
Analytical Lyapunov Function Discovery: An RL-based Generative Approach Haohan Zou Jie Feng Hao Zhao Yuanyuan Shi 95 0 0 04 Feb 2025
Generalizing the SINDy approach with nested neural networks Camilla Fiorini Clément Flint Louis Fostier Emmanuel Franck Reyhaneh Hashemi Victor Michel-Dansac Wassim Tenachi 76 1 0 28 Jan 2025
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 52 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 40 16 0 12 Jun 2024
A Comparison of Recent Algorithms for Symbolic Regression to Genetic Programming Yousef A. Radwan G. Kronberger Stephan M. Winkler OffRL 62 4 0 05 Jun 2024
Shape Arithmetic Expressions: Advancing Scientific Discovery Beyond Closed-Form Equations Krzysztof Kacprzyk M. Schaar 35 1 0 15 Apr 2024
Scheduled Knowledge Acquisition on Lightweight Vector Symbolic Architectures for Brain-Computer Interfaces Yejia Liu Shijin Duan Xiaolin Xu Shaolei Ren 20 1 0 18 Mar 2024
ODE Discovery for Longitudinal Heterogeneous Treatment Effects Inference Krzysztof Kacprzyk Samuel Holt Jeroen Berrevoets Zhaozhi Qian M. Schaar 61 4 0 16 Mar 2024
ParFam -- (Neural Guided) Symbolic Regression Based on Continuous Global Optimization Philipp Scholl Katharina Bieker Hillary Hauger Gitta Kutyniok 48 5 0 09 Oct 2023
SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training Kazem Meidani Parshin Shojaee Chandan K. Reddy A. Farimani 26 18 0 03 Oct 2023
A Neural-Guided Dynamic Symbolic Network for Exploring Mathematical Expressions from Data Wenqiang Li Weijun Li Lina Yu Min Wu Linjun Sun Jingyi Liu Yanjie Li Shu Wei Yusong Deng Meilan Hao 29 3 0 24 Sep 2023
Probabilistic Regular Tree Priors for Scientific Symbolic Reasoning Tim Schneider A. Totounferoush Wolfgang Nowak Steffen Staab 28 0 0 14 Jun 2023
RSRM: Reinforcement Symbolic Regression Machine Yilong Xu Yang Liu Haoqin Sun 18 3 0 24 May 2023
Transformer-based Planning for Symbolic Regression Parshin Shojaee Kazem Meidani A. Farimani Chandan K. Reddy 47 36 0 13 Mar 2023
AI-Assisted Discovery of Quantitative and Formal Models in Social Science Julia Balla Sihao Huang Owen Dugan Rumen Dangovski Marin Soljacic 34 5 0 02 Oct 2022
D-CIPHER: Discovery of Closed-form Partial Differential Equations Krzysztof Kacprzyk Zhaozhi Qian M. Schaar AI4CE 30 1 0 21 Jun 2022