Deep Symbolic Regression for Recurrent Sequences

Deep Symbolic Regression for Recurrent Sequences

12 January 2022

Stéphane dÁscoli

Pierre-Alexandre Kamienny

Guillaume Lample

Franccois Charton

Papers citing "Deep Symbolic Regression for Recurrent Sequences"

18 / 18 papers shown

Title
Int2Int: a framework for mathematics with transformers François Charton ViT 36 0 0 22 Feb 2025
Symbolic regression via MDLformer-guided search: from minimizing prediction error to minimizing description length Zihan Yu Jingtao Ding Yong Li 37 0 0 06 Nov 2024
In Context Learning and Reasoning for Symbolic Regression with Large Language Models Samiha Sharlin Tyler R. Josephson ReLM LLMAG LRM 40 1 0 22 Oct 2024
PROSE-FD: A Multimodal PDE Foundation Model for Learning Multiple Operators for Forecasting Fluid Dynamics Yuxuan Liu Jingmin Sun Xinjie He Griffin Pinney Zecheng Zhang Hayden Schaeffer AI4CE 35 5 0 15 Sep 2024
Can Transformers Do Enumerative Geometry? Baran Hashemi Roderic G. Corominas Alessandro Giacchetto 32 2 0 27 Aug 2024
A Comparison of Recent Algorithms for Symbolic Regression to Genetic Programming Yousef A. Radwan G. Kronberger Stephan M. Winkler OffRL 51 4 0 05 Jun 2024
OmniPred: Language Models as Universal Regressors Xingyou Song Oscar Li Chansoo Lee Bangding Yang Daiyi Peng Sagi Perel Yutian Chen 48 14 0 22 Feb 2024
SALSA VERDE: a machine learning attack on Learning With Errors with sparse small secrets Cathy Li Emily Wenger Zeyuan Allen-Zhu François Charton Kristin E. Lauter AAML 25 10 0 20 Jun 2023
Priors for symbolic regression Deaglan J. Bartlett Harry Desmond Pedro G. Ferreira 29 5 0 13 Apr 2023
Alien Coding Thibault Gauthier Miroslav Olsák J. Urban 24 7 0 27 Jan 2023
Deep Learning Symmetries and Their Lie Groups, Algebras, and Subalgebras from First Principles Roy T. Forestano Konstantin T. Matchev Katia Matcheva Alexander Roman Eyup B. Unlu Sarunas Verner AI4CE 28 21 0 13 Jan 2023
Is the Machine Smarter than the Theorist: Deriving Formulas for Particle Kinematics with Symbolic Regression Zhongtian Dong K. Kong Konstantin T. Matchev Katia Matcheva 38 13 0 15 Nov 2022
FACT: Learning Governing Abstractions Behind Integer Sequences Peter Belcak Ard Kastrati Flavio Schenker Roger Wattenhofer 31 5 0 20 Sep 2022
SYMBA: Symbolic Computation of Squared Amplitudes in High Energy Physics with Machine Learning Abdulhakim Alnuqaydan S. Gleyzer Harrison B. Prosper 14 14 0 17 Jun 2022
HyperTree Proof Search for Neural Theorem Proving Guillaume Lample Marie-Anne Lachaux Thibaut Lavril Xavier Martinet Amaury Hayat Gabriel Ebner Aurelien Rodriguez Timothée Lacroix AIMat 23 131 0 23 May 2022
Machine Learning and Deep Learning -- A review for Ecologists Maximilian Pichler F. Hartig 26 120 0 11 Apr 2022
Tutorial on amortized optimization Brandon Amos OffRL 70 42 0 01 Feb 2022
Linear algebra with transformers Franccois Charton AIMat 27 56 0 03 Dec 2021