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Deep Learning for Symbolic Mathematics

Deep Learning for Symbolic Mathematics

2 December 2019
Guillaume Lample
François Charton
    3DGS
ArXivPDFHTML

Papers citing "Deep Learning for Symbolic Mathematics"

22 / 22 papers shown
Title
Int2Int: a framework for mathematics with transformers
Int2Int: a framework for mathematics with transformers
François Charton
ViT
81
0
0
22 Feb 2025
Analytical Lyapunov Function Discovery: An RL-based Generative Approach
Analytical Lyapunov Function Discovery: An RL-based Generative Approach
Haohan Zou
Jie Feng
Hao Zhao
Yuanyuan Shi
114
0
0
04 Feb 2025
Al-Khwarizmi: Discovering Physical Laws with Foundation Models
Al-Khwarizmi: Discovering Physical Laws with Foundation Models
Christopher E. Mower
Haitham Bou-Ammar
AI4CE
109
2
0
03 Feb 2025
Interchangeable Token Embeddings for Extendable Vocabulary and Alpha-Equivalence
Interchangeable Token Embeddings for Extendable Vocabulary and Alpha-Equivalence
İlker Işık
R. G. Cinbis
Ebru Aydin Gol
50
0
0
22 Oct 2024
ParFam -- (Neural Guided) Symbolic Regression Based on Continuous Global Optimization
ParFam -- (Neural Guided) Symbolic Regression Based on Continuous Global Optimization
Philipp Scholl
Katharina Bieker
Hillary Hauger
Gitta Kutyniok
60
5
0
09 Oct 2023
Analysing Mathematical Reasoning Abilities of Neural Models
Analysing Mathematical Reasoning Abilities of Neural Models
D. Saxton
Edward Grefenstette
Felix Hill
Pushmeet Kohli
LRM
88
420
0
02 Apr 2019
Neural Arithmetic Logic Units
Neural Arithmetic Logic Units
Andrew Trask
Felix Hill
Scott E. Reed
Jack W. Rae
Chris Dyer
Phil Blunsom
NAI
40
205
0
01 Aug 2018
Analyzing Uncertainty in Neural Machine Translation
Analyzing Uncertainty in Neural Machine Translation
Myle Ott
Michael Auli
David Grangier
MarcÁurelio Ranzato
UQLM
69
272
0
28 Feb 2018
Attention Is All You Need
Attention Is All You Need
Ashish Vaswani
Noam M. Shazeer
Niki Parmar
Jakob Uszkoreit
Llion Jones
Aidan Gomez
Lukasz Kaiser
Illia Polosukhin
3DV
304
129,831
0
12 Jun 2017
Improving the Neural GPU Architecture for Algorithm Learning
Improving the Neural GPU Architecture for Algorithm Learning
Kārlis Freivalds
Renars Liepins
103
43
0
28 Feb 2017
Learning to Parse and Translate Improves Neural Machine Translation
Learning to Parse and Translate Improves Neural Machine Translation
Akiko Eriguchi
Yoshimasa Tsuruoka
Kyunghyun Cho
AI4CE
AIMat
39
150
0
12 Feb 2017
Deep Network Guided Proof Search
Deep Network Guided Proof Search
Sarah M. Loos
G. Irving
Christian Szegedy
C. Kaliszyk
AIMat
35
158
0
24 Jan 2017
Learning Continuous Semantic Representations of Symbolic Expressions
Learning Continuous Semantic Representations of Symbolic Expressions
Miltiadis Allamanis
Pankajan Chanthirasegaran
Pushmeet Kohli
Charles Sutton
CLL
NAI
47
99
0
04 Nov 2016
Recurrent Neural Network Grammars
Recurrent Neural Network Grammars
Chris Dyer
A. Kuncoro
Miguel Ballesteros
Noah A. Smith
GNN
51
524
0
25 Feb 2016
Neural GPUs Learn Algorithms
Neural GPUs Learn Algorithms
Lukasz Kaiser
Ilya Sutskever
58
369
0
25 Nov 2015
Improved Semantic Representations From Tree-Structured Long Short-Term
  Memory Networks
Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks
Kai Sheng Tai
R. Socher
Christopher D. Manning
AIMat
90
3,114
0
28 Feb 2015
Grammar as a Foreign Language
Grammar as a Foreign Language
Oriol Vinyals
Lukasz Kaiser
Terry Koo
Slav Petrov
Ilya Sutskever
Geoffrey E. Hinton
57
930
0
23 Dec 2014
Adam: A Method for Stochastic Optimization
Adam: A Method for Stochastic Optimization
Diederik P. Kingma
Jimmy Ba
ODL
450
149,474
0
22 Dec 2014
Learning to Execute
Learning to Execute
Wojciech Zaremba
Ilya Sutskever
ODL
48
557
0
17 Oct 2014
Sequence to Sequence Learning with Neural Networks
Sequence to Sequence Learning with Neural Networks
Ilya Sutskever
Oriol Vinyals
Quoc V. Le
AIMat
240
20,467
0
10 Sep 2014
Neural Machine Translation by Jointly Learning to Align and Translate
Neural Machine Translation by Jointly Learning to Align and Translate
Dzmitry Bahdanau
Kyunghyun Cho
Yoshua Bengio
AIMat
313
27,205
0
01 Sep 2014
Learning to Discover Efficient Mathematical Identities
Learning to Discover Efficient Mathematical Identities
Wojciech Zaremba
Karol Kurach
Rob Fergus
47
54
0
06 Jun 2014
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