Articles by Beatrice Bevilacqua | Synthical

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Articles by Beatrice Bevilacqua | Synthical

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10

Boosting Relational Deep Learning with Pretrained Tabular Models

7 April 2025 by Veronica Lachi and others

Databases, Artificial Intelligence

TRIX: A More Expressive Model for Zero-shot Domain Transfer in Knowledge Graphs

26 February 2025 by Yucheng Zhang and others

Machine Learning

On the Effectiveness of Random Weights in Graph Neural Networks

31 January 2025 by Thu Bui and others

Machine Learning

DiGRAF: Diffeomorphic Graph-Adaptive Activation Function

2 July 2024 by Krishna Sri Ipsit Mantri and others

Machine Learning

Subgraphormer: Unifying Subgraph GNNs and Graph Transformers via Graph Products

28 May 2024 by Guy Bar-Shalom and others at

Israel Institute of Technology

Machine Learning

GRANOLA: Adaptive Normalization for Graph Neural Networks

20 April 2024 by Moshe Eliasof and others

Machine Learning, Artificial Intelligence

Efficient Subgraph GNNs by Learning Effective Selection Policies

20 March 2024 by Beatrice Bevilacqua and others at

Israel Institute of Technology

Machine Learning

A Multi-Task Perspective for Link Prediction with New Relation Types and Nodes

4 December 2023 by Jincheng Zhou and others

Machine Learning, Artificial Intelligence

Causal Lifting and Link Prediction

27 July 2023 by Leonardo Cotta and others

Machine Learning, Artificial Intelligence

Neural Algorithmic Reasoning with Causal Regularisation

3 July 2023 by Beatrice Bevilacqua and others

Machine Learning, Artificial Intelligence

Graph Positional Encoding via Random Feature Propagation

8 March 2023 by Moshe Eliasof and others

Machine Learning

A Generalist Neural Algorithmic Learner

3 December 2022 by Borja Ibarz and others

Machine Learning, Artificial Intelligence

Understanding and Extending Subgraph GNNs by Rethinking Their Symmetries

19 September 2022 by Fabrizio Frasca and others

Machine Learning

Equivariant Subgraph Aggregation Networks

16 December 2021 by Beatrice Bevilacqua and others

Machine Learning

Topics

Machine Learning Artificial Intelligence Methodology