Francois Charton
14 papers · 2020–2025 · 4 conferences · across top CS/AI conferences
Achievements
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πΊοΈ Taxonomy Completionist (17) π Interdisciplinary Bridge π§ Keyword Pioneer π Academic Marathon (5) π Cross-Pollinator (13)
π
Renaissance Researcher
(6)
π
Conference Polyglot
(4)
π
Triple Crown
π
Century Club
(14)
π₯
Unstoppable
(6)
Conferences
ICLR (6)
NIPS (5)
ICML (2)
ACL (1)
Top co-authors
Research topics
Keywords
function approximation
(2)
symbolic regression
(2)
learning with error
(2)
lattice cryptography
(2)
post-quantum cryptography
(2)
sequence prediction
(1)
dynamical system
(1)
language model
(1)
global stability
(1)
polynomial system
(1)
modular arithmetic
(1)
machine learning attack
(1)
symbolic transformer
(1)
synthetic training
(1)
iteration head
(1)
mathematical expression
(1)
genetic programming
(1)
instruction generalization
(1)
transformer model
(1)
sequence-to-sequence transformer
(1)
Papers
Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification
ICLR 2025
Diversification Catalyzes Language Modelsβ Instruction Generalization To Unseen Semantics
ACL 2025
Global Lyapunov functions: a long-standing open problem in mathematics, with symbolic transformers
NIPS 2024
Iteration Head: A Mechanistic Study of Chain-of-Thought
NIPS 2024
Learning the greatest common divisor: explaining transformer predictions
ICLR 2024
A Tale of Tails: Model Collapse as a Change of Scaling Laws
ICML 2024
Code Translation with Compiler Representations
ICLR 2023
SALSA VERDE: a machine learning attack on LWE with sparse small secrets
NIPS 2023
End-to-end Symbolic Regression with Transformers
NIPS 2022
SALSA: Attacking Lattice Cryptography with Transformers
NIPS 2022
Leveraging Automated Unit Tests for Unsupervised Code Translation
ICLR 2022
Deep symbolic regression for recurrence prediction
ICML 2022
Learning advanced mathematical computations from examples
ICLR 2021
Deep Learning For Symbolic Mathematics
ICLR 2020