Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
GPS++: An Optimised Hybrid MPNN/Transformer for Molecular Property Prediction
As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2212.02229.
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 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-11T20:23:44.581668Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T04:47:38.677164Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation 4cceecc7-5b90-41e8-8fb5-7432a365fcb6 · inbound
M$^{3}$-20M: A Large-Scale Multi-Modal Molecule Dataset for AI-driven Drug Design and Discovery cites this paper.
M$^{3}$-20M: A Large-Scale Multi-Modal Molecule Dataset for AI-driven Drug Design and Discovery GPS++: An Optimised Hybrid MPNN/Transformer for Molecular Property Prediction
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T20:23:44.581668Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07ab98fd-c08f-486f-abb1-f95bb500c705 · inbound
Platonic Transformers: A Solid Choice For Equivariance cites this paper.
Platonic Transformers: A Solid Choice For Equivariance GPS++: An Optimised Hybrid MPNN/Transformer for Molecular Property Prediction
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T12:27:30.759446Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a8b0a33-c384-4c0d-81e6-99ae04f1faea · inbound
AdvSynGNN: Structure-Adaptive Graph Neural Nets via Adversarial Synthesis and Self-Corrective Propagation cites this paper.
AdvSynGNN: Structure-Adaptive Graph Neural Nets via Adversarial Synthesis and Self-Corrective Propagation GPS++: An Optimised Hybrid MPNN/Transformer for Molecular Property Prediction
Reference 90
- Resolution
- malformed identifier
- arxiv_id, observed 2026-05-15T21:31:39.390899Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3d66d6f1-03f2-47e2-b1cd-95e3ea415698 · inbound
A Systematic Survey and Benchmark of Deep Learning for Molecular Property Prediction in the Foundation Model Era cites this paper.
A Systematic Survey and Benchmark of Deep Learning for Molecular Property Prediction in the Foundation Model Era GPS++: An Optimised Hybrid MPNN/Transformer for Molecular Property Prediction
Reference 101
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-10T08:43:01.508295Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8898b406-d24c-4c7e-be77-29a3bf76468b · inbound
Probabilistic Contrastive Pretraining for Multi-task ADME Property Prediction cites this paper.
Probabilistic Contrastive Pretraining for Multi-task ADME Property Prediction GPS++: An Optimised Hybrid MPNN/Transformer for Molecular Property Prediction
Reference 42
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-03T04:47:38.678811Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.