Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:24:02.186926Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 3 inbound Pith citation observations for arXiv:2506.02842.
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 2026-08-07T11:24:02.186926Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T04:52:31.947258Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-21T08:59:55.468151Z
37 of 37 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6710dd9f-c67a-4657-99f4-d9d60722045a · outbound
Sheaves Reloaded: A Directional Awakening Toward a spectral theory of cellular sheaves.Journal of Applied and Computational Topology, 3(4):315–358, 2019
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74d0a05c-24de-45de-9f69-b7e9ae6b7a76 · outbound
Sheaves Reloaded: A Directional Awakening Neural sheaf diffusion: A topological perspective on heterophily and oversmoothing in gnns.Advances in Neural Information Processing Systems, 35:18527–18541, 2022
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5afcbe15-d813-4182-8b7f-ebabbb08cc28 · outbound
Sheaves Reloaded: A Directional Awakening Magnet: A neural network for directed graphs, 2021
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8bc62167-0b7d-42ac-80a6-ef2fc08fd2bb · outbound
Sheaves Reloaded: A Directional Awakening Local structure of directed networks
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8c6db183-77d5-47e4-8fcd-47bebbc4c6c3 · outbound
Sheaves Reloaded: A Directional Awakening Dynamic patterns of information flow in complex networks
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a092a6c0-f4d1-44ba-a5cf-c1f4530f2aba · outbound
Sheaves Reloaded: A Directional Awakening Structure and dynamical behavior of non-normal networks.Science advances, 4(12):eaau9403, 2018
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8a19d0e9-d3b4-4849-bce6-f007f67d1b5e · outbound
Sheaves Reloaded: A Directional Awakening PhD thesis, Brown University, 1985
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a6e17415-d75d-4bd6-8da4-963da03ec0b5 · outbound
Sheaves Reloaded: A Directional Awakening PhD thesis, University of Pennsylvania, 2014
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ece8981-22c1-4468-bf33-3b8d8e27b493 · outbound
Sheaves Reloaded: A Directional Awakening American Mathematical Soc., 1997
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34283d26-64c9-4784-8f7e-aaae5e1ff8b5 · outbound
Sheaves Reloaded: A Directional Awakening Sheaf attention networks
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46b7a3e8-e41f-4e3f-a2fc-41280a604b52 · outbound
Sheaves Reloaded: A Directional Awakening Sheaf hypergraph networks
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32b062fa-71ff-4e26-8748-d804e8a14906 · outbound
Sheaves Reloaded: A Directional Awakening Sheaf diffusion goes nonlinear: Enhancing gnns with adaptive sheaf laplacians.PROCEEDINGS OF MACHINE LEARNING RESEARCH, 251, 2024
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 74a68ce4-579c-4a40-9238-c0a5a8ceeeec · outbound
Sheaves Reloaded: A Directional Awakening A comprehensive survey on graph neural networks.IEEE Transactions on Neural Networks and Learning Systems, 32(1):4–24, 2020
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 939ec0c6-71af-4b9d-a53c-d8f4d8bc0c8c · outbound
Sheaves Reloaded: A Directional Awakening Dynamic graph cnn for learning on point clouds.Acm Transactions On Graphics (tog), 38(5):1–12, 2019
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ab5023c5-0cbb-486f-9b59-499d08ca2095 · outbound
Sheaves Reloaded: A Directional Awakening Gated graph sequence neural networks
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9eee28f5-4dbd-417c-bda2-aa43d5e816f1 · outbound
Sheaves Reloaded: A Directional Awakening Edge directionality improves learning on heterophilic graphs
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 82655f6c-0aef-4f98-8e28-d197b896599e · outbound
Sheaves Reloaded: A Directional Awakening Unresolved cited work
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 43e8dad6-fd7e-4399-87a0-03e0fc707e13 · outbound
Sheaves Reloaded: A Directional Awakening Rosenblum, and Andrew Lim
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 584546ea-0cbf-4bc1-8905-ec8289cce251 · outbound
Sheaves Reloaded: A Directional Awakening Rosenblum, and Andrew Lim
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3921792c-13d0-42f4-8394-8f94c69bed98 · outbound
Sheaves Reloaded: A Directional Awakening Fluxes, Laplacians, and Kasteleyn’s theorem
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 30d8c4ac-200a-4d87-b5e8-1513a10ed4a1 · outbound
Sheaves Reloaded: A Directional Awakening Sigmanet: One laplacian to rule them all
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a88032a4-11ec-46ae-bc22-981d7971a458 · outbound
Sheaves Reloaded: A Directional Awakening smgc: A complex-valued graph convolutional network via magnetic laplacian for directed graphs, 2021
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 31892b17-ae87-4d06-98bd-3fc0ee415f94 · outbound
Sheaves Reloaded: A Directional Awakening Sheaf Neural Networks
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b417c45e-29bd-4318-abed-c394e945181c · outbound
Sheaves Reloaded: A Directional Awakening Let there be direction in hypergraph neural networks.Transactions on Machine Learning Research, 2024
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ced7cb21-77fc-4bba-9fee-11cc63f313bf · outbound
Sheaves Reloaded: A Directional Awakening Geom-GCN: Geometric Graph Convolutional Networks
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19e8ec84-977c-43ec-801b-7060b5f0295d · outbound
Sheaves Reloaded: A Directional Awakening Two sides of the same coin: Heterophily and oversmoothing in graph convolutional neural networks
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9a2cfda9-ff26-4033-b699-06be8450b5e4 · outbound
Sheaves Reloaded: A Directional Awakening A critical look at the evaluation of gnns under heterophily: Are we really making progress? InThe Eleventh International Conference on Learning Representations, 2023
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 300d647f-cfde-455f-9041-dbe36621e957 · outbound
Sheaves Reloaded: A Directional Awakening Graph attention networks
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4340400a-a2a0-4560-8b0f-5d7538fee3c6 · outbound
Sheaves Reloaded: A Directional Awakening Inductive representation learning on large graphs.Advances in neural information processing systems, 30:1–11, 2017
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e8be3595-9673-4e16-b548-8b2b1e90832b · outbound
Sheaves Reloaded: A Directional Awakening Be- yond homophily in graph neural networks: Current limitations and effective designs.Advances in neural information processing systems, 33:7793–7804, 2020
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf5ff30c-ce64-405a-b1de-c0caef8c40b1 · outbound
Sheaves Reloaded: A Directional Awakening Adaptive universal generalized pagerank graph neural network
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 96d644c5-6cca-4c60-ad00-bd77b5badd42 · outbound
Sheaves Reloaded: A Directional Awakening Beyond low-frequency information in graph convolutional networks
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8d630584-5fd0-45ae-b723-077f053fb5fe · outbound
Sheaves Reloaded: A Directional Awakening Mixhop: Higher-order graph convolutional architectures via sparsified neighborhood mixing
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f2d78720-5bfb-4603-a2ac-c150440a052a · outbound
Sheaves Reloaded: A Directional Awakening Simple and deep graph convolutional networks
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ccfcf51e-4177-46b4-8a01-f2e52df73353 · outbound
Sheaves Reloaded: A Directional Awakening Thus, L eF ⪰0
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 603c9c6d-062b-47cf-b3d5-1ed796366e0f · outbound
Sheaves Reloaded: A Directional Awakening Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8d6d7a4c-99e3-490a-ba4d-7b6f83053012 · outbound
Sheaves Reloaded: A Directional Awakening Model Settings.We trained every learning model considered in this paper for up to 1000 epochs with early stops of 200
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 29c849e5-59cf-4d5d-bd74-3af2b07f11d6 · inbound
Consistent Geometric Deep Learning via Hilbert Bundles and Cellular Sheaves Sheaves Reloaded: A Directional Awakening
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ffa0f9cb-92a1-45b4-8123-4638f0dc246f · inbound
Consistent Geometric Deep Learning via Hilbert Bundles and Cellular Sheaves Sheaves Reloaded: A Directional Awakening
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation df50f0f3-207f-45f8-a4fb-1d4c8e969f61 · inbound
Benchmarking Sheaf Neural Networks for Inductive Tasks Sheaves Reloaded: A Directional Awakening
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.