"relational learning" Papers

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Differentially Private Relational Learning with Entity-level Privacy Guarantees

Yinan Huang, Haoteng Yin, Eli Chien et al.

NEURIPS 2025arXiv:2506.08347

Higher-Order Learning with Graph Neural Networks via Hypergraph Encodings

Raphaël Pellegrin, Lukas Fesser, Melanie Weber

NEURIPS 2025

MoEMeta: Mixture-of-Experts Meta Learning for Few-Shot Relational Learning

Han Wu, Jie Yin

NEURIPS 2025arXiv:2510.23013
1
citations

Privately Learning from Graphs with Applications in Fine-tuning Large Language Models

Haoteng Yin, Rongzhe Wei, Eli Chien et al.

COLM 2025paperarXiv:2410.08299
1
citations

Position: Topological Deep Learning is the New Frontier for Relational Learning

Theodore Papamarkou, Tolga Birdal, Michael Bronstein et al.

ICML 2024arXiv:2402.08871
63
citations

Relational Learning in Pre-Trained Models: A Theory from Hypergraph Recovery Perspective

Yang Chen, Cong Fang, Zhouchen Lin et al.

ICML 2024arXiv:2406.11249
2
citations

Skews in the Phenomenon Space Hinder Generalization in Text-to-Image Generation

Yingshan Chang, Yasi Zhang, Zhiyuan Fang et al.

ECCV 2024arXiv:2403.16394
10
citations