Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T22:44:06.068965Z
Paper Citation Record · LEDGER
Beyond Message Passing: Neural Graph Pattern Machine
As of 13 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 1 inbound Pith citation observation for arXiv:2501.18739.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T05:14:19.689437Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
13 of 13 outbound references displayed
- verified exact0
- verified fuzzy7
- unresolved6
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 76bcda94-237c-4e11-8eff-67faca18ab17 · outbound
This paper cites (3) Using a mean aggregator over encoded patterns instead of a transformer.
Beyond Message Passing: Neural Graph Pattern Machine (3) Using a mean aggregator over encoded patterns instead of a transformer
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T22:44:06.171093Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 47298c45-4f20-408f-90ff-ae867c5140a1 · outbound
This paper cites Lastly, graph transformers (GTs) (Kreuzer et al., 2021; Ying et al., 2021; Dwivedi & Bresson, 2020; Rampasek et al., 2022; He et al., 2023; Chen et al.,.
Beyond Message Passing: Neural Graph Pattern Machine Lastly, graph transformers (GTs) (Kreuzer et al., 2021; Ying et al., 2021; Dwivedi & Bresson, 2020; Rampasek et al., 2022; He et al., 2023; Chen et al.,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T22:44:06.215844Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 692bbbd1-a007-4d40-babc-6e1da95f3618 · outbound
This paper cites This represents a fundamental advantage over message passing GNNs in terms of expressiveness.
Beyond Message Passing: Neural Graph Pattern Machine This represents a fundamental advantage over message passing GNNs in terms of expressiveness
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T22:44:06.193390Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 09748cca-c538-4187-ac39-3bf922880826 · outbound
This paper cites an unresolved cited work.
Beyond Message Passing: Neural Graph Pattern Machine Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T22:44:06.182535Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 9c94f023-276d-4100-8ec5-ef9ac2e7104e · outbound
This paper cites an unresolved cited work.
Beyond Message Passing: Neural Graph Pattern Machine Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T22:44:06.111406Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation cff5a3ee-729b-452b-8774-cc7eecb409a8 · outbound
This paper cites Each GPU processes a single partition, and peer-to-peer communication is used to exchange learned node embeddings among GPUs.
Beyond Message Passing: Neural Graph Pattern Machine Each GPU processes a single partition, and peer-to-peer communication is used to exchange learned node embeddings among GPUs
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T22:44:06.148124Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation c89f2fd8-8248-4ff9-80b0-93b6d13de5c7 · outbound
This paper cites an unresolved cited work.
Beyond Message Passing: Neural Graph Pattern Machine Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T22:44:06.135059Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 538f740f-ab9f-4571-9eb6-a0f447f2527f · outbound
This paper cites an unresolved cited work.
Beyond Message Passing: Neural Graph Pattern Machine Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T22:44:06.123706Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation d3de9b5a-e16c-44b6-b44f-450404c279fe · outbound
This paper cites Given our focus on learning graph patterns, this discussion emphasizes the issues of expressiveness and notable advancements.
Beyond Message Passing: Neural Graph Pattern Machine Given our focus on learning graph patterns, this discussion emphasizes the issues of expressiveness and notable advancements
Reference 2018
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T22:44:06.227010Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 22a5ce77-025d-4972-a3f8-9678f3a36d13 · outbound
This paper cites Limitations of Message Passing and Recent Advances The message passing paradigm (Kipf & Welling, 2017; Hamilton et al., 2017; Veliˇckovi´c et al.,.
Beyond Message Passing: Neural Graph Pattern Machine Limitations of Message Passing and Recent Advances The message passing paradigm (Kipf & Welling, 2017; Hamilton et al., 2017; Veliˇckovi´c et al.,
Reference 2021
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T22:44:06.237582Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 165219a9-d564-4a47-ade5-eae8df85c81f · outbound
This paper cites Leveraging a global attention mechanism, GTs can capture correlations between any pair of nodes, enabling effective modeling of long-range dependencies.
Beyond Message Passing: Neural Graph Pattern Machine Leveraging a global attention mechanism, GTs can capture correlations between any pair of nodes, enabling effective modeling of long-range dependencies
Reference 2022
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T22:44:06.204915Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 3f60ca66-bff6-4b65-8760-8695d1c48941 · outbound
This paper cites Adaptive Expansion for Hypergraph Learning.
Beyond Message Passing: Neural Graph Pattern Machine Adaptive Expansion for Hypergraph Learning
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T22:44:06.019574Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 594f55bd-6b0a-4cdf-a1a1-fb63862101fd · outbound
This paper cites an unresolved cited work.
Beyond Message Passing: Neural Graph Pattern Machine Unresolved cited work
Reference 2024
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T22:44:06.159212Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Pith citing papers
Observation e14ce150-5a24-49de-a6f4-73af70091584 · inbound
Consistency Deep Equilibrium Models cites this paper.
Consistency Deep Equilibrium Models Beyond Message Passing: Neural Graph Pattern Machine
Reference 2018
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T05:14:19.689437Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.