Sébastien Adam

4 papers · 2021–2025 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Silver 🐣 Hot Topic Early Bird

Venues

ICLR (3) ICML (1)

Top co-authors

Pierre Héroux (4) Maxime Berar (2) Benoit Gaüzère (2) Jean-Yves RAMEL (2) Jason Piquenot (2) Romain Raveaux (2) Paul Honeine (2) Muhammet Balcilar (2) Aldo Moscatelli (1) Pascal Vasseur (1)

Research topics

Deep Learning (4) Architectures (4) Machine Learning (2) Computer Science (1) Reinforcement Learning (1) Core Methods (1) Foundations (1) Methods (1) Optimization & Theory · Deep Learning (1) Optimization & Theory · Machine Learning (1)

Keywords

graph neural network (3) weisfeiler-lehman test (3) context-free grammar (2) graph convolution (2) monte carlo tree search (1) graph isomorphism (1) path counting (1) spectral domain (1) pushdown automaton (1) cycle counting (1) reinforcement learning (1) algebraic language (1) message passing (1) spectral analysis (1) expressive power (1)

Papers

Grammar Reinforcement Learning: path and cycle counting in graphs with a Context-Free Grammar and Transformer approach ICLR 2025 G^2N^2 : Weisfeiler and Lehman go grammatical ICLR 2024 Analyzing the Expressive Power of Graph Neural Networks in a Spectral Perspective ICLR 2021 Breaking the Limits of Message Passing Graph Neural Networks ICML 2021