Francois Charton
14 papers · 2020–2025 · 4 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (25) 🏃 Academic Marathon · Sprint 🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird
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Topic Evolution
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Triple Crown
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Keyword Collector
(56)
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Trend Setter
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Century Club · Bronze
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Unstoppable · Bronze
Venues
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Research topics
Machine Learning
(10)
Artificial Intelligence
(9)
Core AI
(8)
Deep Learning
(7)
Core Methods
(7)
Architectures
(5)
Natural Language Processing
(4)
Optimization & Theory
(3)
Computer Science
(2)
Mathematics & Optimization
(2)
Applications
(2)
Generation
(2)
Learning Types · Machine Learning
(2)
Learning Types · Deep Learning
(2)
Optimization
(2)
Keywords
code translation
(2)
function approximation
(2)
neural network
(2)
model collapse
(2)
representation learning
(2)
symbolic regression
(2)
learning with error
(2)
transformer model
(2)
post-quantum cryptography
(2)
lattice cryptography
(2)
neural machine translation
(1)
linear classifier
(1)
dynamical system
(1)
language model
(1)
sequence prediction
(1)
attention mechanism
(1)
lyapunov function
(1)
differential equation
(1)
instruction tuning
(1)
data verification
(1)
Papers
Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification
ICLR 2025
Diversification Catalyzes Language Models’ Instruction Generalization To Unseen Semantics
ACL 2025
A Tale of Tails: Model Collapse as a Change of Scaling Laws
ICML 2024
Global Lyapunov functions: a long-standing open problem in mathematics, with symbolic transformers
NeurIPS 2024
Iteration Head: A Mechanistic Study of Chain-of-Thought
NeurIPS 2024
Learning the greatest common divisor: explaining transformer predictions
ICLR 2024
Code Translation with Compiler Representations
ICLR 2023
SALSA VERDE: a machine learning attack on LWE with sparse small secrets
NeurIPS 2023
Deep symbolic regression for recurrence prediction
ICML 2022
End-to-end Symbolic Regression with Transformers
NeurIPS 2022
Leveraging Automated Unit Tests for Unsupervised Code Translation
ICLR 2022
SALSA: Attacking Lattice Cryptography with Transformers
NeurIPS 2022
Learning advanced mathematical computations from examples
ICLR 2021
Deep Learning For Symbolic Mathematics
ICLR 2020