Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T06:01:37.816359Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2506.06582.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T06:01:37.816359Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
17 of 17 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b92d0696-b253-450a-9034-842d6acad062 · outbound
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0e36e094-9e72-48fe-99b3-095acadb4a72 · outbound
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6374ae30-727a-40c4-8619-8dbd87cc6ef2 · outbound
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0e649e84-d03d-4061-9fb1-e69a94ebdec1 · outbound
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing The Effectiveness of Curvature-Based Rewiring and the Role of Hyperparameters in GNNs Revisited
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70d0402c-6102-4099-9c02-7b752582d79f · outbound
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing Clique lifting of dimension 2 If G has |F | = k faces, then the clique K contains
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6b046fa1-09ec-4b6d-9c6e-e7e799ed1cf6 · outbound
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 465a7086-1167-4215-a03a-c074ccf48429 · outbound
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 633073f9-0cfa-4360-9d87-231ca4d010c9 · outbound
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f741b834-0323-46b2-b0ed-adb40cd77dbf · outbound
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing Depending on the dataset under consideration, one may opt for a model like CIN where lower relations are ignored
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c705cca4-bdfd-4b89-958b-270097a4ba47 · outbound
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing Unresolved cited work
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation dd1e32c3-551a-4376-88ad-39ad47c8f24a · outbound
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6ce1fe4e-30f7-4e3c-bf22-35175911de3e · outbound
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing Unresolved cited work
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b0c774da-2c1f-4073-8f51-13ddf84ab76c · outbound
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing Computing the total number of cells gives 2n − 1
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation bc97814d-7ce4-4a1a-800a-ff1e1ab73a2d · outbound
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing A Generalization of Transformer Networks to Graphs
Reference 2019
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83400e60-b362-4d14-9b92-f0d9172df7c7 · outbound
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing Topological Deep Learning: Going Beyond Graph Data
Reference 2020
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc0b0c0a-da79-4f1a-b9aa-ccd7094c81be · outbound
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing Zhengdao Chen, Soledad Villar, Lei Chen, and Joan Bruna
Reference 2021
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4c774b76-6d89-4d0d-a4a6-64f5de412e52 · outbound
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges
Reference 2022
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.