Pith. sign in

Paper Citation Record · LEDGER

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting

As of 8 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 1 inbound Pith citation observation for arXiv:2507.03855.

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

pith.paper-citation-record.v1
2507.03855 v1

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:05:04.545309Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-26T20:52:42.972708Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T00:59:19.167204Z

Reference resolution

65 of 65 outbound references displayed

  • verified exact2
  • verified fuzzy20
  • unresolved43
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ef9ce7dc-47c5-4ee8-b09b-c1654d98f519 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T20:05:04.336362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:05:04.336362Z digest=sha256:c3ac1202c9d8739edd3616738292997a5c1b89cb6b0c6d64d5672142aa89a3a3

Observation e39868ff-932b-4886-9572-6c4092b43234 · outbound

This paper cites and Joseph, V.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting and Joseph, V

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:05.184672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.340498Z digest=sha256:59bfde64df8d90bda039ae0874af54c3447d3cab0ac84b9933f4a51f0ee71b53

Observation 7106932e-f903-44e5-89ad-1d04ce715b59 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:05.175330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.344099Z digest=sha256:9a54d06e0b5d6714c962b041207a6cfd47aae880b00890b55c3a62b5fd781157

Observation abd650be-4394-4c67-b4fd-431fac84d778 · outbound

This paper cites M., Bruna, J., LeCun, Y., Szlam, A., and Vandergheynst, P.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting M., Bruna, J., LeCun, Y., Szlam, A., and Vandergheynst, P

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:05.166387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.347967Z digest=sha256:69cab578034050a191cf2c193fa19ab06a9d147cdcc12f05cd746bda87f2ead1

Observation be7352e9-755c-4253-abd1-bb6dd7241364 · outbound

This paper cites E., and Deisenroth, M.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting E., and Deisenroth, M

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:05.157130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.351177Z digest=sha256:8eef56660b2e0e0c05a8dbaeb43418470af15f4a903ebadb31a1d1f22b04e2e4

Observation d3e47975-f90d-4576-927b-c4925dd36482 · outbound

This paper cites Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs).

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs)

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T20:05:04.354452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:05:04.354452Z digest=sha256:706366a30a30c25f773fe527bad6a91c9b882311b69b27aa528759d40e4cc218

Observation 206ec103-2a4c-4238-bfbd-5a824dd28574 · outbound

This paper cites O., and Gelfand, A.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting O., and Gelfand, A

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:05.147987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.358600Z digest=sha256:b9b9a6f8336cb269c50fc9925cb4c5c57cb7dbb52e7a66016d04093fc3019be3

Observation b12faed9-7974-4735-a78d-07c154d20cc5 · outbound

This paper cites S., Guan, Y., and Kulis, B.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting S., Guan, Y., and Kulis, B

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:05.138692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.361699Z digest=sha256:8b4bf2a5ec0d4a84182980007a455637cd590e1223e8a4c564f2998dbd5e7581

Observation 90f5b3e7-7012-4159-bc98-f78f72741e58 · outbound

This paper cites E., Weichert, F., and M \"u ller, H.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting E., Weichert, F., and M \"u ller, H

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:05.128933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.364606Z digest=sha256:489f535f0d914864b557a6138788247ad68351eab5b0d0b6ae10567bdc49c4ab

Observation 43924424-b0d6-41d7-ad79-02b6d1712a63 · outbound

This paper cites and Li, W.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting and Li, W

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:05.118676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.367672Z digest=sha256:230ebb5ba21519d072f0f4599dcf62d8728fdc45dfd555e5fa8f823c7df3145e

Observation b96de99f-90c3-4238-a468-53e820a6d33c · outbound

This paper cites and Zabaras, N.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting and Zabaras, N

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:05.108636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.370727Z digest=sha256:038eec96ddf313b539531102c0f115049b38c3016e9f1dc9983c109d1d8900e2

Observation 255c20ed-8f93-42ac-859a-accad8d24640 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:05.098671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.373992Z digest=sha256:4f06ff1d771b15ff671cffbb305ab5b6ad152ba86d68e90e167e853e83403557

Observation 61d279ee-7b6c-4dd9-943a-1b4007f15194 · outbound

This paper cites L., Amaral, L.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting L., Amaral, L

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:05.089144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.377035Z digest=sha256:fc68a09577b751e605318b7dd84e69d47d3c27c4572fd3405eebb4f55e35e95b

Observation 6ee9d1dd-5c2e-4933-9705-0038655f5359 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:05.079685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.380103Z digest=sha256:97fa3d4d61b5d2b1bb1c954013956a0288350a5ad8be20ffbad614a6183e125c

Observation 9504f767-7800-4357-80f5-09322559bdfe · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:05.069377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.383106Z digest=sha256:08edeb9032bdfd28dbd889bb4dee1cea9f2c84435b23693883694b09997c2aeb

Observation 128082a6-8e9e-4fc5-9a68-d3197b4b359f · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T20:05:04.386497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:05:04.386497Z digest=sha256:64d1bf9dde058bd9e562502eb81064a4f8bb4d50acb1ed70234d90e810c386ef

Observation ace848f7-180f-4d6f-bb88-46d9097ba0b4 · outbound

This paper cites G., Filippone, M., and Ghahramani, Z.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting G., Filippone, M., and Ghahramani, Z

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:05.052884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.389789Z digest=sha256:c22a2d3dce62870f9b8dfafc274685dd5d090676ec3138197417e87198392a53

Observation cf2d752c-66e3-4376-9419-3d8b709f3916 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:05.042115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.392902Z digest=sha256:5fd0f06d4f09200c216f6a90db8f1f8499ff9558a0a67feb205c72d02c77221a

Observation 9a5ecb02-8954-4f0e-87e5-b6277e746cd7 · outbound

This paper cites Y., Wen, Q., Zambon, D., Alippi, C., Webb, G.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Y., Wen, Q., Zambon, D., Alippi, C., Webb, G

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:05.031719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.395866Z digest=sha256:425212ea0e09a28bc8cbad141d168df284b31327fd74b8d55597be39cfce71a8

Observation ae419b19-90ab-46ec-9d11-6a76c00da3c9 · outbound

This paper cites C., Lee, S., and Lee, S.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting C., Lee, S., and Lee, S

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:05.020820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.399246Z digest=sha256:7a1dcbbc4e7a9e069eacbe92e566eee170215f637e2ecae5762d434d31f50510

Observation b428924b-b22e-4945-bd8e-62cfc002f81d · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:05.010428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.402375Z digest=sha256:234b7fc3d71d4885008f832cfde69c6c9fc72ceb2984d3779c8f02dfd68083e9

Observation 8071013a-5b8b-4327-b035-fecbc818e446 · outbound

This paper cites Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T20:05:04.405310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:05:04.405310Z digest=sha256:a85776bec9288f189191774d1099c84f4c654b9c094420bdb48e84cb6ce1e50d

Observation f7fd2051-c2a5-46c3-86de-a099a7a840ec · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:05.000290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.409189Z digest=sha256:7348bbb5d244d86a4efe6f3f4920c30b4fe736035a8ef9ed3f751dfade8f5460

Observation 50161655-f0ca-4c2b-b1da-ba00c1710c34 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.989654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.412306Z digest=sha256:cf571ae94830451a5825ce3eb1529e2fcf5813fe7b17696405dcc5c716ce97bb

Observation d2bd394b-22f5-4554-859f-233673dae30c · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.979410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.415355Z digest=sha256:76de4f055f44e2c0960f2a394922b631eae329869c3d87a472c13e5fdfeebe01

Observation ae97a801-d6c4-42dc-9acf-80bd3e7ad902 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T20:05:04.418521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:05:04.418521Z digest=sha256:c0cc1fc54a3e90be14b8816fd20669e627c74b582da8111cdffea5acfbd8a1c3

Observation b42ed7f9-10c0-4a52-a646-b584b0228428 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.963458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.421569Z digest=sha256:1d539ffe1e208eeedfd42ebd82fcedbbc96f148a937334befa9e61d04926f804

Observation 061a536e-4469-4fce-b39d-b4755ffb17da · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T20:05:04.424806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:05:04.424806Z digest=sha256:aa306b78861bd7d95faf8571529492b7c072abeec61eb57d623378edc92fb90e

Observation 63ac545c-38a9-4f51-9140-7edec3ddcb2d · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T20:05:04.427870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:05:04.427870Z digest=sha256:b97ff604ae3306a8d64c4d8385fd66d9dd08b7e7ce62c490c10b3a629e43f6fa

Observation 052d1178-1c9c-426a-86f5-5e5ad96adc6a · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T20:05:04.430860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:05:04.430860Z digest=sha256:4f5771713507bc322c889bd5bc6cafae539f0810ce2d2946e5aa5315648585f8

Observation a2159bd2-8ab9-4108-82a4-c9fcef78d153 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.934810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.433860Z digest=sha256:b0239abe90663d8e7289ed802481b84c99a5f1e80bcbc4bfb73f74c9ccf25416

Observation fe334962-0720-41e7-bfe0-e5748ddc6263 · outbound

This paper cites Long-term Spatio-temporal Forecasting via Dynamic Multiple-Graph Attention.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Long-term Spatio-temporal Forecasting via Dynamic Multiple-Graph Attention

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:05:04.634721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.436936Z digest=sha256:fceeb0d0a5c8c16a28e00d67d30f788bc3f86c23965a6ad8b2456aace02f0fe0

Observation b62b1b7b-9a5f-43fd-a934-b34dfe01edfe · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.924845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.440623Z digest=sha256:99834350eb125a7ea9e428a2da0958626bac0ed93014e0b797ed4bccf46fc222

Observation 486920f4-e10c-4600-9d1f-cd169874a767 · outbound

This paper cites D., and Kaiser, W.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting D., and Kaiser, W

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:04.915190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.443949Z digest=sha256:89d3400d2750439dbe92b46b01957b949ea3be312800eb917505900a51aa67f9

Observation 80e5d1ef-4473-4a49-a25d-8ec7bffcba55 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.905215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.447287Z digest=sha256:08e916ac04bb85e42acda997a4adf6ebaa79df1bad535880d24a9384556e5127

Observation da455812-6c49-4851-8a40-3203235c3f8f · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.895038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.450632Z digest=sha256:d2a7545ce201ab6b5fd0483057fdfac5d8706c6da3ae43886f25fb312ea9d162

Observation 8a7f7261-62cc-42a5-b726-d52e802b7e36 · outbound

This paper cites N., Kaiser, ., and Polosukhin, I.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting N., Kaiser, ., and Polosukhin, I

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T20:05:04.453972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:05:04.453972Z digest=sha256:3a7fa37032f85c0132e1b00e9bdb8c0a8fb6a3de7dedcafe56bd2fbd81522601

Observation d27f95a1-d7bc-419b-84b7-dd41f722fff2 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.879250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.457107Z digest=sha256:50f2f673391b98f1837cc349ed9fb79a2b3fb0d802f0d1a60504eb5745267d80

Observation b4ee7ca7-8ec6-4080-9b28-58c8f8e856c4 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.868107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.460089Z digest=sha256:14e7c822e9c242643f851ee46b54a32b6cb7853415fe564420d43815d7cbb522

Observation f09c3607-1d20-42db-bfd0-5617b45b6d08 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.858814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.463139Z digest=sha256:8123c22ddd0159b20f263aa81ee4705b582c2952db1d237b1d63a9d6f5c35db6

Observation c76b4a04-08ef-4e52-8255-3fde38208935 · outbound

This paper cites MUSE-Net: Missingness-aware mUlti-branching Self-attention Encoder for Irregular Longitudinal Electronic Health Records.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting MUSE-Net: Missingness-aware mUlti-branching Self-attention Encoder for Irregular Longitudinal Electronic Health Records

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-06T20:05:04.466107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:05:04.466107Z digest=sha256:82e92fcecfbe4fd49987516971c2981d41ed17f13e859e01b5da4954b72b6d9b

Observation daaa91c3-f6a6-4476-893f-2b05680ec4fb · outbound

This paper cites and Yao, B.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting and Yao, B

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:04.849277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.469497Z digest=sha256:7ce7566509c8ac3c2edd8e9cfa4a5dcf83d6640af52725d83e87f31c50b004d7

Observation ab12f8d6-9f6e-4251-abda-a57c28f70437 · outbound

This paper cites Transformers in Time Series: A Survey.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Transformers in Time Series: A Survey

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T20:05:04.472624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:05:04.472624Z digest=sha256:2dbb534a99d9f1f946ec4876ea878742dd32ddf299b38f581ddfdbc26373e53a

Observation 5bf63d97-66bf-4366-b18f-c1261105320a · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.839594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.476310Z digest=sha256:e5820f082bbe024835b8003d4439eadb62815a73daa97249834a21a456ce7dc2

Observation a215492e-79ea-4976-b191-1a6d737afb26 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.830047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.479395Z digest=sha256:f856118d530e9835ccde88ef01c93ffc8565613fae0eb4c4abe37d48d6423d17

Observation 9e5a4eba-b5c2-4a8d-8175-89432b1a1939 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.820000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.482288Z digest=sha256:fb0009312152b3e1d5da18f6e1576f5453702672c306f08597dc330d97129527

Observation 564cdb51-2563-4857-aaed-4e47a271bfb7 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.810920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.485247Z digest=sha256:947a697432564e8a906d9e5716ecd211c7a260c41ec8a54eb94196391ab733ab

Observation b63727af-4584-4e32-b907-1f7ed7f9686c · outbound

This paper cites and Yao, B.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting and Yao, B

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:04.801856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.489170Z digest=sha256:15044371be3651524976a20220421eaaacb2f3d154c69d8af93c85b741cf810f

Observation 316d5f2f-9e05-4156-b7dc-e007c691fee1 · outbound

This paper cites and Yao, B.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting and Yao, B

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:04.792617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.492397Z digest=sha256:cfefa1b0784b31acedcb9ee79cc26a826345941a81d79b6048bfe114414b8b93

Observation db544f50-321a-4231-b7cd-ab1d425c22ac · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.783467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.495504Z digest=sha256:b2b5c543543de19037ad44c4a7e833b540b61c53a1ff73dca5b939a94938be52

Observation 77a92af7-5427-422e-b054-cc7404ef1a0a · outbound

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

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Spatial-Temporal Transformer Networks for Traffic Flow Forecasting

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-06T20:05:04.498731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:05:04.498731Z digest=sha256:1dbc164e96c8603fae39114a7f3f6410a2a3bee01522ed5e8e5cac807bb4921c

Observation 5c4350d2-0c63-46ee-9bf4-af5cc585b67e · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.774413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.502568Z digest=sha256:ef73caa115deb516af863277e53a957380ae6357ff1d05b550dcd02216c9c22c

Observation 0ad7c5ef-536b-4f07-9b89-9b9b18b7909f · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.765393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.505936Z digest=sha256:ffebe020095b93dcb254eea9cbb8ca8f4087b02b4d9763c6924f9d6832b29cd6

Observation e5cb81bc-2853-4765-92b3-d655b1f4319f · outbound

This paper cites D., Liu, X., Pu, L., Chin, S.-m., and Hwang, H.-l.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting D., Liu, X., Pu, L., Chin, S.-m., and Hwang, H.-l

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:04.755971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.509120Z digest=sha256:f3b9f4e820460c108e01eaa734ad848eec252a3dfa7f0648103fd2b4d989d664

Observation 0c4a3521-5068-447a-b38b-ca702d204c19 · outbound

This paper cites and Yao, B.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting and Yao, B

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:04.746056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.512408Z digest=sha256:7698feafc6a6bf8369538cbec02e7de9385ddcbb93719b4bb847dad087546749

Observation 4449bf9d-cf22-4b2a-b7bd-3cfb24e5fbf4 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.735375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.516286Z digest=sha256:3bcec4ba523499526b0e2197c2def9e447db4f302b83df3bb1d9ecfb253908ea

Observation 9bc6e08c-8231-41bb-9327-c78bd69bef4d · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.724818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.519325Z digest=sha256:a844f240377c620d68ee3810500b1741684ac3529bcdcb52fa18a2013e28c402

Observation 92db573e-234a-4e46-9aa0-edd34a5100a8 · outbound

This paper cites and Yang, H.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting and Yang, H

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:04.714571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.522400Z digest=sha256:505c7f183680da6ca22116ac423a70f8245f2ffb52d7166eab8b076bd6bb2da3

Observation 0932358c-2f36-4cba-aaaa-a438e4d821a2 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.702378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.525374Z digest=sha256:ddd54ffe4f8580e15a04d73ec20dabb616e4f92c382183f1605012dde13de98b

Observation 65260455-641f-489c-a4b8-016c1ce68abf · outbound

This paper cites Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-06T20:05:04.529356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:05:04.529356Z digest=sha256:d00e338eb46ff37ff08475a77141e96867a5cb19cbc54008c7ca8e8467f6556d

Observation 4f7f07ef-baf9-4a30-bb8c-85d62ead619e · outbound

This paper cites Geometry-aware Active Learning of Spatiotemporal Dynamic Systems.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Geometry-aware Active Learning of Spatiotemporal Dynamic Systems

Reference 61

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:05:04.582467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.532777Z digest=sha256:ac43cd455d17f8b049a4b9a49cc9d8bc31b2a40ea70156b7891504dd08e795da

Observation 19e9e880-e4ed-497e-b325-a9089a286b79 · outbound

This paper cites and Del Castillo, E.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting and Del Castillo, E

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:05:04.692125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.535972Z digest=sha256:5d7c57dd64a059bce3b8a96c2d9c37c102936c81d2fe931bcb913fbed6b2a8d2

Observation dae4be15-a677-4cf5-b9be-190c2cb91906 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.682022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.539015Z digest=sha256:b3be6ad0b5ffbcfe8d6761294997d4828d0b4199fd476560e07989f7090d834e

Observation 744ab70d-1190-4dd5-99e6-80dcc8805e1f · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.672711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.542163Z digest=sha256:3410a1777c3db93f82952c5950ebd57f0f04ce6363f0e2f5ea949db867389a91

Observation 9752fc44-233d-463d-89ff-909814ebec91 · outbound

This paper cites an unresolved cited work.

Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:05:04.662933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-06T20:05:04.545309Z digest=sha256:e2e61a86d51e192b0cd314bdc1938a8ee9ffcb636e8b38c74c6f658091ee4b0e

Pith citing papers

Observation f9b0fda3-7469-4dae-aa44-4e283c538eac · inbound

P-K-GCN: Physics-augmented Koopman-enhanced Graph Convolutional Network for Deep Spatiotemporal Super-resolution cites this paper.

P-K-GCN: Physics-augmented Koopman-enhanced Graph Convolutional Network for Deep Spatiotemporal Super-resolution Transformer with Koopman-Enhanced Graph Convolutional Network for Spatiotemporal Dynamics Forecasting

Reference 57

Resolution
verified exact
arxiv_id, observed 2026-07-04T00:59:19.169677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-26T20:52:42.972708Z digest=sha256:cf3ee811975d9efe5bc66aadcb4be0037f755515dde4521ed6710fd5fb2b5826