Hyperedge Prediction

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

No dataset record in the archive lists this task.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

10 shown of 10 papers with code (20 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Transformers Generalize DeepSets and Can be Extended to Graphs and Hypergraphs
  27 Oct 2021 2 repositories listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  We present a generalization of Transformers to any-order permutation invariant data (sets, graphs, and hypergraphs).
• Community and hyperedge inference in multiple hypergraphs
  8 May 2025 1 repository listed
  Here, we demonstrate how to utilize those interconnections between multiple hypergraphs to synthesize integrated information from multiple higher-order systems, thereby enhancing understanding of underlying structures.
• Interpretable Subgraph Feature Extraction for Hyperlink Prediction
  1 Dec 2023 1 repository listed
  In this study, we present SSF, an innovative hyperlink prediction methodology based on Subgraph Structural Features.
• Structure and inference in hypergraphs with node attributes
  7 Nov 2023 1 repository listed
  Many networked datasets with units interacting in groups of two or more, encoded with hypergraphs, are accompanied by extra information about nodes, such as the role of an individual in a workplace.
• Unified Pretraining for Recommendation via Task Hypergraphs
  20 Oct 2023 1 repository listed
  On the other hand, pretraining and finetuning on the same dataset leads to a high risk of overfitting.
• Enhancing Hyperedge Prediction with Context-Aware Self-Supervised Learning
  11 Sep 2023 1 repository listed
  To tackle both challenges together, in this paper, we propose a novel hyperedge prediction framework (CASH) that employs (1) context-aware node aggregation to precisely capture complex relations among nodes in each…
• CAT-Walk: Inductive Hypergraph Learning via Set Walks
  19 Jun 2023 1 repository listed Syntology ran 1 of 2 samples · 1 unverified · 2 pointer-only (licence)
  Our evaluation on 10 hypergraph benchmark datasets shows that CAT-Walk attains outstanding performance on temporal hyperedge prediction benchmarks in both inductive and transductive settings.
• AHP: Learning to Negative Sample for Hyperedge Prediction
  13 Apr 2022 1 repository listed
  Since it is prohibitive to use all of them as negative examples for model training, it is inevitable to sample a very small portion of them, and to this end, heuristic sampling schemes have been employed.
• Inference of hyperedges and overlapping communities in hypergraphs
  12 Apr 2022 1 repository listed
  Hypergraphs, encoding structured interactions among any number of system units, have recently proven a successful tool to describe many real-world biological and social networks.
• Hyperedge Prediction using Tensor Eigenvalue Decomposition
  6 Feb 2021 1 repository listed
  This is further used to propose a hyperedge prediction algorithm.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.