Michael Galkin

5 papers · 2022–2023 · 1 venue · across top CS/AI venues

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Achievements

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🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (11) 🐣 Hot Topic Early Bird

Venues

NeurIPS (5)

Top co-authors

Vijay Prakash Dwivedi (2) Jian Tang (2) Dominique Beaini (2) Zhaocheng Zhu (2) Anh Tuan Luu (2) Ladislav Rampášek (2) Guy Wolf (2) Samuel Lavoie (1) Aaron C. Courville (1) Yi Ren (1)

Research topics

Deep Learning (5) Architectures (5) Machine Learning (4) Core Methods (3) Knowledge & Reasoning (2) Reasoning (2) Representation (2) Artificial Intelligence (1) Core AI (1) Optimization & Theory (1)

Keywords

graph neural network (3) message passing (2) graph transformer (2) knowledge graph (2) link prediction (2) kolmogorov complexity (1) entity embedding (1) deep neural network (1) benchmark dataset (1) positional encoding (1) iterated learning (1) graph reasoning (1) long-range dependency (1) scalable algorithm (1) long-range interaction (1) a* algorithm (1) query answering (1) message passing mechanism (1) structural encoding (1) logical query (1)

Papers

A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs NeurIPS 2023 Improving Compositional Generalization using Iterated Learning and Simplicial Embeddings NeurIPS 2023 Inductive Logical Query Answering in Knowledge Graphs NeurIPS 2022 Long Range Graph Benchmark NeurIPS 2022 Recipe for a General, Powerful, Scalable Graph Transformer NeurIPS 2022