Ian Gallagher

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

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (10) 🐣 Hot Topic Early Bird 📈 Trend Setter

Venues

NeurIPS (2) ICLR (1) UAI (1)

Top co-authors

Patrick Rubin-Delanchy (3) Andrew Jones (2) Emma Ceccherini (2) Daniel John Lawson (2) Ed Davis (1) Alexander Modell (1) Nick Whiteley (1)

Research topics

Data Science & Analytics (2) Machine Learning (2) Core Methods (2) Methods (2) Artificial Intelligence (1) Computer Science (1) Deep Learning (1) Knowledge & Reasoning (1) Applications (1) Architectures (1) Core AI (1) Learning Paradigms (1) Optimization & Theory (1) Reasoning (1)

Keywords

dynamic network (3) graph representation learning (2) spectral embedding (2) uncertainty quantification (1) kernel smoothing (1) latent position (1) node embedding (1) dynamic graph (1) prediction set (1) node classification (1) temporal coherence (1) intensity function (1) node representation (1) network embedding (1) graph neural network (1) continuous-time representation (1) structural coherence (1) intensity profile (1) representation learning (1) latent position model (1)

Papers

Unsupervised Attributed Dynamic Network Embedding with Stability Guarantees UAI 2025 Valid Conformal Prediction for Dynamic GNNs ICLR 2025 Intensity Profile Projection: A Framework for Continuous-Time Representation Learning for Dynamic Networks NeurIPS 2023 Spectral embedding for dynamic networks with stability guarantees NeurIPS 2021