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Relational Learning

3 papers across 3 sessions

Poster Session 4

1 paper
Thursday, December 4, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
Graph Neural Network Based Action Ranking for Planning
#404 · Rajesh Mangannavar, Stefan Lee, Alan Fern, Prasad Tadepalli

Learning a relational policy to solve planning problems by ranking actions using a new graph representation and decoder architecture

Poster Session 5

1 paper
Friday, December 5, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
Differentially Private Relational Learning with Entity-level Privacy Guarantees
#1410 · Yinan Huang, Haoteng Yin, Eli Chien, Rongzhe Wei, Pan Li

Poster Session 6

1 paper
Friday, December 5, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
Higher-Order Learning with Graph Neural Networks via Hypergraph Encodings
#3804 · Raphaël Pellegrin, Lukas Fesser, Melanie Weber

We propose encodings based on hypergraph Laplacians and discrete notions of curvature to capture higher-order information.