Paper Citation Record · LEDGER

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies

As of 14 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2506.00770.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.00770 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:03:23.807541Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

47 of 47 outbound references displayed

verified exact0
verified fuzzy4
unresolved42
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b653886b-730c-4b80-8d8c-0bd39f6a12ef · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T12:03:17.501218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50ff5e7a-37e9-499a-9133-8ac79c253441 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T12:03:17.553058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8adfd3b9-554f-4803-a6b1-04a292cab135 · outbound

This paper cites Relational inductive biases, deep learning, and graph networks.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Relational inductive biases, deep learning, and graph networks

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T12:03:17.611763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fbc76a1-bca2-48f7-8d8d-085756deef27 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:35.915694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5b910576-d393-4484-90da-82a3ffe09e7d · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:35.613736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ca7d6d18-e2ca-4a62-9269-fa4a61d2909c · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:35.501878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7f2e0dda-5e87-48fe-b23b-6407842d4abe · outbound

This paper cites Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:03:17.920375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43fbcf55-1c28-4e90-9cab-eb78407e9e74 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:35.193318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2ce9fc66-5153-4bfb-afd8-dac0024b6ce8 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:34.896299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a3c29aa7-8473-45bb-b712-11ea2897bfa6 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T12:03:18.156864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e912c69-119d-49a0-b12c-ede64c8e4e7a · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T12:03:18.293066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4782622f-0ddd-423d-b2e0-6f563b9c09b7 · outbound

This paper cites Hamilton, Rex Ying, and Jure Leskovec.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Hamilton, Rex Ying, and Jure Leskovec

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:03:34.514220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5db591b4-e27b-4d7e-bca2-192ff097b1a7 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies LoRA: Low-Rank Adaptation of Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T12:03:18.519388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da920468-594e-4a77-b493-5344b81e158c · outbound

This paper cites Bronstein.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Bronstein

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:03:34.216531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 110b4607-4893-40f4-9e00-6631bcee2c6f · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:33.914866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f941234c-35b5-486c-95a8-ac602e437843 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:33.631309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4668fec3-650d-4aff-88ca-df81aa77af1d · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:32.971688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d2facab1-8084-4da2-96df-6164f7a6aec3 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:32.632216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 980de360-aaa4-4292-a04f-8857ddc5a8d5 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:32.315856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f361a241-02ad-47f1-87cb-cbaa571b2cb3 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:31.972928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 603a3e44-0599-4a5b-914e-e77ee37daa46 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:31.275431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 068c0a1c-066d-4649-a98d-c19f52507367 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:30.954515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f0b943e0-257d-49cd-8820-1fddfa864a59 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:30.602569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9ca8793d-ae9c-4357-9497-760b70f0d1a5 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:30.183341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation dc1f98b3-1d7b-494a-8e24-7cf0de474290 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 25

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cabae0e-11d6-4d4d-923e-b5f9d28a869f · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:29.523643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9b6898c9-e77e-4f65-94aa-21629804f304 · outbound

This paper cites Discrete Graph Structure Learning for Forecasting Multiple Time Series.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Discrete Graph Structure Learning for Forecasting Multiple Time Series

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T12:03:21.242415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48d0080e-ceb7-4941-99ab-e5b3376c4c91 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:29.125154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 71976220-f21a-4816-9ecc-168c6ec6e010 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 29

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 584f5e1c-ee28-430e-b011-629f5f758afb · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:28.428451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation de7f68f0-bec2-4672-a659-47dd57bdab19 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:28.070770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 93383c89-1cae-4419-8d01-fcee9c430895 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:27.665517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6311a3be-aa63-4a1c-9d1a-3b0e86c6f120 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 33

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Source-reported events for the cited work

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Observation 249d0acb-e64d-4d17-8490-2ccbd48130ab · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 34

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 49784115-0b70-4714-a0ca-59f2d58ee7d3 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 35

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 36414174-22e3-45e3-9a88-168a8b34ad33 · outbound

This paper cites Spatial-Temporal Transformer Networks for Traffic Flow Forecasting.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Spatial-Temporal Transformer Networks for Traffic Flow Forecasting

Reference 36

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ab42651-0d4b-452e-9cc6-fe4ff1e70e47 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:25.954286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c2afc06e-2886-45d5-8e29-402b1b44b8fa · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 38

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 39

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 954478ee-97e3-4cc9-9947-79fa6d6bc81f · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:25.188343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 70bdc26c-2b3f-4749-8061-237f6ef5b2a4 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 41

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cd78bf22-1384-4d4d-8f83-a8169aabb935 · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:03:24.499932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3f4bc558-2e91-4dd5-be8e-f5a0115c6e89 · outbound

This paper cites doi:10.1073/ pnas.0703740104.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies doi:10.1073/ pnas.0703740104

Reference 2007

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 379f7bd1-0ffd-458d-abc8-683bfc1894a7 · outbound

This paper cites InInternational confer- ence on machine learning.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies InInternational confer- ence on machine learning

Reference 2018

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Source-reported events for the cited work

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Observation 6924a178-f16c-4ab1-a494-102d09f4ca8a · outbound

This paper cites an unresolved cited work.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Unresolved cited work

Reference 2019

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Source-reported events for the cited work

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Observation 32a5e527-3ba5-481e-b470-adc9191adf72 · outbound

This paper cites doi:10.1109/ACCESS.2020.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies doi:10.1109/ACCESS.2020

Reference 2020

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab790f4e-91f2-4e8c-8734-05b5e1d9f970 · outbound

This paper cites InProceedings of the AAAI Conference on Artificial Intelligence, Vol.

Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies InProceedings of the AAAI Conference on Artificial Intelligence, Vol

Reference 2023

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

No inbound Pith citation observations are available.