François Charton
- Deep Learning for Symbolic Mathematics
2019/12/02 by Guillaume Lample, Lample, Guillaume, François Charton +1 · 6 voices · 20 citations
Computer Science · #cs.SC #cs.LG
- End-to-end symbolic regression with transformers
2022/04/22 by Pierre-Alexandre Kamienny, Stéphane d’Ascoli, Kamienny, Pierre-Alexandre +5 · 31 citations
Computer Science · #Artificial Intelligence in Games #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
- Global Lyapunov functions: a long-standing open problem in mathematics, with symbolic transformers
2024/10/10 by Alberto Alfarano, François Charton, Alfarano, Alberto +3 · 4 voices · 4 citations
Computer Science · Engineering · #Computability, Logic, AI Algorithms #Control and Stability of Dynamical Systems #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.LG
- Transformers know more than they can tell -- Learning the Collatz sequence
2025/11/13 by François Charton, Charton, François, Ashvni Narayanan +1 · 6 voices
#cs.LG
- PatternBoost: Constructions in Mathematics with a Little Help from AI
2024/11/01 by François Charton, Jordan S. Ellenberg, Charton, François +6 · 3 voices · 7 citations
Computer Science · Mathematics · #Model-Driven Software Engineering Techniques #cs.LG #math.CO
- Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification
2024/06/11 by Yunzhen Feng, Feng, Yunzhen, Elvis Dohmatob +7 · 13 citations
Computer Science · #Software Engineering Research #Software System Performance and Reliability #Advanced Database Systems and Queries
- Linear algebra with transformers
2021/12/03 by François Charton, Charton, François · 4 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Stochastic Gradient Optimization Techniques
- Length Generalization in Arithmetic Transformers
2023/06/27 by Samy Jelassi, Stéphane d’Ascoli, Jelassi, Samy +9 · 4 citations
Computer Science · Physics and Astronomy · #Computational Physics and Python Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications
- Learning the greatest common divisor: explaining transformer predictions
2023/08/29 by François Charton, Charton, François · 3 citations
Mathematics · #Rings, Modules, and Algebras
- Instruction Diversity Drives Generalization To Unseen Tasks
2024/02/16 by Dylan Zhang, Zhang, Dylan, Justin Wang +3 · 3 citations
Social Sciences · #Teacher Education and Leadership Studies
- Extrapolating Jet Radiation with Autoregressive Transformers
2024/12/16 by Anja Butter, Butter, Anja, François Charton +9 · 1 voice · 4 citations
Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Phenomenology (hep-ph) #Machine Learning (cs.LG) #cs.LG #hep-ph
- Only-IF:Revealing the Decisive Effect of Instruction Diversity on Generalization
2024/10/07 by Dylan Zhang, Zhang, Dylan, Justin Wang +3 · 2 citations
Social Sciences · #Mathematics Education and Teaching Techniques
- The cool and the cruel: separating hard parts of LWE secrets
2024/03/15 by N. S. Nolte, Nolte, Niklas, Mohamed Malhou +11 · 2 citations
Computer Science · #Cryptographic Implementations and Security #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Polynomial and algebraic computation
- SALSA VERDE: a machine learning attack on Learning With Errors with sparse small secrets
2023/06/20 by Yue Li, Emily Wenger, Li, Cathy Yuanchen +7 · 1 citation
Computer Science · #Cryptography and Data Security #Coding theory and cryptography #Cryptography and Residue Arithmetic