Floris Geerts

8 papers · 2021–2025 · 3 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird 🏆 Keyword Champion (2) 🔥 Unstoppable · Bronze

Venues

ICML (4) ICLR (2) NeurIPS (2)

Top co-authors

Christopher Morris (4) Mathias Niepert (1) Guillermo Pérez (1) Ameya Velingker (1) Dongwoo Kim (1) Qing Wang (1) Billy Joe Franks (1) Filip Mazowiecki (1) Ben Finkelshtein (1) Gaurav Rattan (1)

Research topics

Deep Learning (8) Machine Learning (8) Architectures (8) Optimization & Theory (6) Core Methods (4) Computer Science (2) Knowledge & Reasoning (2) Foundations (2) Representation (2)

Keywords

graph neural network (7) message passing (4) weisfeiler-leman test (2) generalization bound (2) weisfeiler-lehman algorithm (2) graph isomorphism (2) generalization (2) graph convolutional network (1) message passing neural network (1) structural property (1) weisfeiler-leman algorithm (1) aggregation function (1) distinguishing power (1) approximation property (1) graph similarity (1) graph expressivity (1) subgraph aggregation (1) embedding variance (1) finite model theory (1) weisfeiler leman (1)

Papers

Covered Forest: Fine-grained generalization analysis of graph neural networks ICML 2025 Towards Bridging Generalization and Expressivity of Graph Neural Networks ICLR 2025 Weisfeiler-Leman at the margin: When more expressivity matters ICML 2024 WL meet VC ICML 2023 Expressiveness and Approximation Properties of Graph Neural Networks ICLR 2022 Ordered Subgraph Aggregation Networks NeurIPS 2022 Graph Neural Networks with Local Graph Parameters NeurIPS 2021 Let’s Agree to Degree: Comparing Graph Convolutional Networks in the Message-Passing Framework ICML 2021