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Paper Citation Record · LEDGER

Are Large Language Models Good Temporal Graph Learners?

As of 14 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 0 inbound Pith citation observations for arXiv:2506.05393.

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

pith.paper-citation-record.v1
2506.05393 v1

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:09:45.806972Z

measured 68 of 68 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

68 of 68 outbound references displayed

  • verified exact0
  • verified fuzzy26
  • unresolved42
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation aeef676d-fba5-400b-a24f-0c4c14bdcebf · outbound

This paper cites Beaini, S.

Are Large Language Models Good Temporal Graph Learners? Beaini, S

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.920963Z

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.

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Observation aaff0a70-3544-43d3-af7c-5df79294bc87 · outbound

This paper cites Best of Both Worlds: Advantages of Hybrid Graph Sequence Models.

Are Large Language Models Good Temporal Graph Learners? Best of Both Worlds: Advantages of Hybrid Graph Sequence Models

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:39.145081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:39.145081Z digest=sha256:582140c782188a66442ffc0bb7ecb467d1a5eabf7fad038be2bc79125305dd82

Observation 9000229c-0911-4291-a3d6-695937afd227 · outbound

This paper cites Broder, R.

Are Large Language Models Good Temporal Graph Learners? Broder, R

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.911256Z

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.

source=pdf_text observed=2026-08-07T11:09:39.199850Z digest=sha256:f148cc2b2198aea710f459e5df98420da4cd4195d64c546ad333ea98649e400e

Observation e3525c66-c9d5-491d-a24f-abd718207858 · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:39.262127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:39.262127Z digest=sha256:aab084ca4cac0a5472338451a75cce9aaa7c5ccbd9a4846d8226aa25f6b11c97

Observation ea811697-5488-46b0-b899-ad1eb5237f73 · outbound

This paper cites Calzolari, A.

Are Large Language Models Good Temporal Graph Learners? Calzolari, A

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.895334Z

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.

source=pdf_text observed=2026-08-07T11:09:39.355981Z digest=sha256:e9b6239a905035874dbd0d2877bc57d1457124ee8e5ed6880232930c5c6f2a77

Observation ac94b9dc-4f9d-411a-9b57-edc3e04dc333 · outbound

This paper cites Mistral 7B.

Are Large Language Models Good Temporal Graph Learners? Mistral 7B

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:39.425234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:39.425234Z digest=sha256:650a1d12369383f9365d36e5909ba6c7070094688d6cbaf85421b77980eb3d6a

Observation 2a855927-668d-464c-90a9-8bf8230b60e6 · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:39.490242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:39.490242Z digest=sha256:8463b58138abad8c8f625443e264145de94075a5628e906886c3464243394a42

Observation 4929fe3a-0b3e-4b29-a310-aacdce62661d · outbound

This paper cites Chen and R.

Are Large Language Models Good Temporal Graph Learners? Chen and R

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.878213Z

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.

source=pdf_text observed=2026-08-07T11:09:39.582557Z digest=sha256:b18fd68568961ffc7ce2a6967f0893b1530c8a74dd455849a478316ed195d5cb

Observation 87ffd730-fe35-49e6-9ff0-78318e327f08 · outbound

This paper cites Coda-Forno, M.

Are Large Language Models Good Temporal Graph Learners? Coda-Forno, M

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.866133Z

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.

source=pdf_text observed=2026-08-07T11:09:39.637934Z digest=sha256:c574a545360a1dd36ba52e41c7fd5a33a0a8381df28e637eac6470301bdbb57f

Observation cb28cfa7-a8e4-4b18-8b3b-d89f9142192b · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:09:48.855752Z

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.

source=pdf_text observed=2026-08-07T11:09:39.722849Z digest=sha256:171ce444d21aff43ca8cb339ea073cb2af8f657fa00230310ec2acdbf7080d6f

Observation a4d652d7-08e9-4c29-9808-ca0de76e3597 · outbound

This paper cites On the Power of Heuristics in Temporal Graphs.

Are Large Language Models Good Temporal Graph Learners? On the Power of Heuristics in Temporal Graphs

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:39.803775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:39.803775Z digest=sha256:ccb4b44b3c22bb4aa9bb567d45ffe0f359785fdaf6991a884a1d54d60e170515

Observation f45595a5-c4a8-4fc1-8491-4ad30ea0041b · outbound

This paper cites Revisiting the Graph Reasoning Ability of Large Language Models: Case Studies in Translation, Connectivity and Shortest Path.

Are Large Language Models Good Temporal Graph Learners? Revisiting the Graph Reasoning Ability of Large Language Models: Case Studies in Translation, Connectivity and Shortest Path

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:39.870165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:39.870165Z digest=sha256:98dadaa4c11687fe32afae9effe71cea4685401e2b41582f05dac0bac040cd43

Observation 1ec1a689-5711-4827-8c54-08a5ecd0d19a · outbound

This paper cites Daniluk and J.

Are Large Language Models Good Temporal Graph Learners? Daniluk and J

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.845401Z

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.

source=pdf_text observed=2026-08-07T11:09:39.956564Z digest=sha256:3c48e52bae77a283d3fe1c1c3d90edeb697a6c7537d867a86a33aa6eb329f8d9

Observation d6b50a70-d1c0-4042-bd82-08512ee5cda6 · outbound

This paper cites Devlin, M.-W.

Are Large Language Models Good Temporal Graph Learners? Devlin, M.-W

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.835017Z

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.

source=pdf_text observed=2026-08-07T11:09:40.069549Z digest=sha256:6ba28b73699b77df0c8c9c097890746b5fe07c1f6758d0c42aa5e86c0a9675a9

Observation 377a7e8c-2957-4bdc-b464-c2b1ef3ef026 · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:09:48.824835Z

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.

source=pdf_text observed=2026-08-07T11:09:40.122438Z digest=sha256:2efb3e30001ebd6f554b987afc18500b7fc37572cde5da3be7dcaf5961605df9

Observation 0c04ca12-eac7-40c6-98e2-9535e2b559ab · outbound

This paper cites A Survey on In-context Learning.

Are Large Language Models Good Temporal Graph Learners? A Survey on In-context Learning

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:40.174548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:40.174548Z digest=sha256:f93a2e22cdee0e7d1044a7c70a164a21f76aa4fc2b3beef27810b2c445331a2d

Observation 49e84baf-ab9b-46f7-a329-91255b72306b · outbound

This paper cites Dubey, L.

Are Large Language Models Good Temporal Graph Learners? Dubey, L

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.807805Z

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.

source=pdf_text observed=2026-08-07T11:09:40.255041Z digest=sha256:87f69b79067bc3ca60fa431c65c65688f5abd1054ff88d08059e94544b8f971a

Observation e6c20523-d024-4dc1-bdf7-05985d810b6b · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:40.385283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:40.385283Z digest=sha256:54b55947438435e32e8fcd502366fdb63c502ce0188e929756f97a3e4781c0ee

Observation 539965fb-7e39-4feb-9d3b-345880d6cb6d · outbound

This paper cites Talk like a Graph: Encoding Graphs for Large Language Models.

Are Large Language Models Good Temporal Graph Learners? Talk like a Graph: Encoding Graphs for Large Language Models

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:40.500118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:40.500118Z digest=sha256:16a706d6ed191d335e40ed802cd162e2d794dc45f86364fc3c4fde489f8f4bfe

Observation 8e4b2930-a2f3-40a1-829d-51e333157cf6 · outbound

This paper cites Fatemi, J.

Are Large Language Models Good Temporal Graph Learners? Fatemi, J

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.790497Z

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.

source=pdf_text observed=2026-08-07T11:09:40.659428Z digest=sha256:ec70772c5c8abf3d56f0c0effba8cef66f421a93a2365ff25beebc5a72e88abd

Observation 325c8369-0e4f-4aad-bf73-92786af8dd56 · outbound

This paper cites On the Creativity of Large Language Models.

Are Large Language Models Good Temporal Graph Learners? On the Creativity of Large Language Models

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:40.786048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:40.786048Z digest=sha256:c99658b31776e1a21bbbd45be0987a048a3b826e58c729af577ac4a54bf76f33

Observation 0963fd88-915d-4ac7-9465-2fb8e4a2a6b4 · outbound

This paper cites Gastinger, S.

Are Large Language Models Good Temporal Graph Learners? Gastinger, S

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.779961Z

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.

source=pdf_text observed=2026-08-07T11:09:40.913126Z digest=sha256:1ba1a8f3221c9ef8fd5b139fe05312d57fab43207bab5b8412939f030ee9f0a9

Observation e87c34e0-56a6-484d-9c4c-d063fbfaae80 · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:09:48.767050Z

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.

source=pdf_text observed=2026-08-07T11:09:41.037480Z digest=sha256:6f4939200d0b48dab983547f16e12b08c599fe0dd3120419be42e8c7e70249e3

Observation bac0cdc2-1c2d-4a82-b6a3-7023859473f0 · outbound

This paper cites Huang, H.

Are Large Language Models Good Temporal Graph Learners? Huang, H

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.756924Z

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.

source=pdf_text observed=2026-08-07T11:09:41.171224Z digest=sha256:793ae76550e1819dc35211bc17b212eaf3081a8ee7dea50cbe6dc91c69f97806

Observation 8e0adeb2-108b-4a32-8cb0-b9ff66d727d1 · outbound

This paper cites Huang, F.

Are Large Language Models Good Temporal Graph Learners? Huang, F

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.746728Z

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.

source=pdf_text observed=2026-08-07T11:09:41.308713Z digest=sha256:1a45206e5c237953a98314b4a9699a505b27db8ded827ba867ed9f9e0d5f2043

Observation 82098892-30ec-4893-88a6-4e6f48f235da · outbound

This paper cites Huang, F.

Are Large Language Models Good Temporal Graph Learners? Huang, F

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.736229Z

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.

source=pdf_text observed=2026-08-07T11:09:41.427533Z digest=sha256:f9cab1e199a336165413c3ca6abf535e5a8409cfacee30aca38ebfcd7f8de454

Observation 3cab8a68-ae79-4815-842e-4b5c43f6c36b · outbound

This paper cites Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models.

Are Large Language Models Good Temporal Graph Learners? Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:41.606726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:41.606726Z digest=sha256:f185e55a59c19e16671ea1f20706de3fc25cad39bf9255b5038b10c3f57dc4d9

Observation a9fdefb2-1e10-485b-8e1c-635f5baff622 · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:09:48.725875Z

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.

source=pdf_text observed=2026-08-07T11:09:41.758207Z digest=sha256:7235062996773e572617f00c6e52cbdc5d2735e3b31031f18892fdf863c93a8f

Observation 13388870-4411-4f57-96e9-3e069ae60044 · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:41.890857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:41.890857Z digest=sha256:507fd44c3c37003f04898c30e61290e4de963d9d1641ae6f6bebf55726a402a1

Observation 4e9cd9ae-913d-42d6-853f-cdce10f91c95 · outbound

This paper cites Kumar, X.

Are Large Language Models Good Temporal Graph Learners? Kumar, X

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.708681Z

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.

source=pdf_text observed=2026-08-07T11:09:42.007856Z digest=sha256:b0bda0609e407c76f28e2c253a0a0e82fa9b220d78592bd6ae37c57cc8bc6918

Observation 6b178892-048c-4ec0-9a60-0b8870518af1 · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:09:48.698338Z

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.

source=pdf_text observed=2026-08-07T11:09:42.116486Z digest=sha256:3d135e804f4b95669f3b3168543227ca455da25f67f0a16b7e700405d49a099e

Observation ee87b732-f351-4de8-b859-1091d5fa76b0 · outbound

This paper cites Are Large Language Models In-Context Graph Learners?.

Are Large Language Models Good Temporal Graph Learners? Are Large Language Models In-Context Graph Learners?

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:42.254388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:42.254388Z digest=sha256:09c7f91c65b1c004a09aea7eb49f83c3bd73af4550807f3a6bd98c76992fc9b5

Observation e79ebd2b-4e11-472c-b247-5781855540e1 · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:09:48.688352Z

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.

source=pdf_text observed=2026-08-07T11:09:42.424695Z digest=sha256:e9f13d7ca59177e9590b3cc5cb7b214ac7d7892729f0655f495aa030bf457a66

Observation 65dfce88-f77c-461b-9aa6-714b9b6f8366 · outbound

This paper cites Limonad, F.

Are Large Language Models Good Temporal Graph Learners? Limonad, F

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.677964Z

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.

source=pdf_text observed=2026-08-07T11:09:42.567508Z digest=sha256:ac49c16d5cbb1df1078e34c872c35edf40fb64d198535b74df7528699210773f

Observation 08e04a9e-09e6-41fa-a3ea-26d12db1b4e7 · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:09:48.667194Z

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.

source=pdf_text observed=2026-08-07T11:09:42.770204Z digest=sha256:cf3f1492ca22bd88288a51538ef217a019ba43778a2080b37add746e369c9465

Observation 16b3e852-13f5-4ca3-b4ec-e457652840ba · outbound

This paper cites Longa, V.

Are Large Language Models Good Temporal Graph Learners? Longa, V

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.655607Z

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.

source=pdf_text observed=2026-08-07T11:09:42.897453Z digest=sha256:4a179dca0e0be0388bd85f76ce379765d591a3bcbb4f6e4b0b364e97d4c54105

Observation 6b752542-f850-4282-aad1-559edb6992f6 · outbound

This paper cites Luo and P.

Are Large Language Models Good Temporal Graph Learners? Luo and P

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.643701Z

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.

source=pdf_text observed=2026-08-07T11:09:43.026903Z digest=sha256:b5431a810cab97ba3037b357f1310dee97e8ebada37dc269dd40848199b693c0

Observation 5158f48f-330a-4ccc-a3bb-98f3f4488c68 · outbound

This paper cites Sources of Hallucination by Large Language Models on Inference Tasks.

Are Large Language Models Good Temporal Graph Learners? Sources of Hallucination by Large Language Models on Inference Tasks

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:43.126942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:43.126942Z digest=sha256:eb9f96fa63ee346e63b5092fd9c05ddf833b26d54e937c76288307333661dfb5

Observation 088c8b11-d0bb-4fab-89d7-22ddea94077c · outbound

This paper cites Nguyen, L.

Are Large Language Models Good Temporal Graph Learners? Nguyen, L

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.632875Z

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.

source=pdf_text observed=2026-08-07T11:09:43.236833Z digest=sha256:c82bbe61e5b7b7560e891c703e9fe41d1570df6e0cda6b77718ba0cb91cd75c8

Observation 01edc90c-c4e2-4774-9b4a-fd67417ee224 · outbound

This paper cites Chatgpt (mar 14 version) [large language model].

Are Large Language Models Good Temporal Graph Learners? Chatgpt (mar 14 version) [large language model]

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.622717Z

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.

source=pdf_text observed=2026-08-07T11:09:43.384027Z digest=sha256:c43a330b31fd8dc9b5b5b44c2f8cb3a3782d6b977eac7f05481bfe2b54e947af

Observation ff7229ea-1ee7-46fc-8ab0-948aaeaa11b1 · outbound

This paper cites GPT-4 Technical Report.

Are Large Language Models Good Temporal Graph Learners? GPT-4 Technical Report

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:43.451334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:43.451334Z digest=sha256:a80be3613e88599909a462cc8c74089019d97728608befa3ab4d7471f0acb207

Observation 472fc51b-f42e-4220-9e2c-ebf6ae3bade1 · outbound

This paper cites Let Your Graph Do the Talking: Encoding Structured Data for LLMs.

Are Large Language Models Good Temporal Graph Learners? Let Your Graph Do the Talking: Encoding Structured Data for LLMs

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:43.562095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:43.562095Z digest=sha256:9ef2504c89f4cad3e53b44efd107d2d02ed378286666f2ffd1cfca63470c4a70

Observation e0311a48-b49b-40f9-b6c4-c6e0e926e4d3 · outbound

This paper cites Poursafaei, S.

Are Large Language Models Good Temporal Graph Learners? Poursafaei, S

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.612194Z

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.

source=pdf_text observed=2026-08-07T11:09:43.704906Z digest=sha256:91b5371ffc24f480b5084e549818d3b9c1569d5ab1e8721ecee0b9598a4c4733

Observation 80ac438b-12df-4ff8-83a7-529b77ad230b · outbound

This paper cites Temporal Graph Networks for Deep Learning on Dynamic Graphs.

Are Large Language Models Good Temporal Graph Learners? Temporal Graph Networks for Deep Learning on Dynamic Graphs

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:43.852122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:43.852122Z digest=sha256:ca8e46e10c5e3c99db8b8531df3eab3d1d13df68fd6d5bf54afd8993ee996903

Observation 0b6ac47f-512a-4b02-841d-ee48babac68c · outbound

This paper cites Understanding Transformer Reasoning Capabilities via Graph Algorithms.

Are Large Language Models Good Temporal Graph Learners? Understanding Transformer Reasoning Capabilities via Graph Algorithms

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:43.915219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:43.915219Z digest=sha256:0fb2a5d76d03e70f20fc621c6dde8e014e51491b8812fa12bfa567188af17de1

Observation a5620dc6-9e5b-4688-9220-d23804e81dea · outbound

This paper cites Schulz, E.

Are Large Language Models Good Temporal Graph Learners? Schulz, E

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.602634Z

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.

source=pdf_text observed=2026-08-07T11:09:43.979515Z digest=sha256:79c53fbdbf711a012de8d9266f1a3d5c91ad7ca251d443450c92b637146bc5d6

Observation c2263304-fd1b-42cc-8771-50cef1729a46 · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:09:48.592478Z

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.

source=pdf_text observed=2026-08-07T11:09:44.048549Z digest=sha256:5f4aef9c91b78bb954b237e941443a94bc322180778a96a99412a2a96834ce6a

Observation 59021bee-6888-4945-b4be-914ff6846906 · outbound

This paper cites Shamsi, F.

Are Large Language Models Good Temporal Graph Learners? Shamsi, F

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.548916Z

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.

source=pdf_text observed=2026-08-07T11:09:44.132780Z digest=sha256:05950b80282220194ab483f10ba7119c4dec24eade5246c43b69b7fb7d7051f8

Observation f271d509-18a4-4336-80de-9bc9a473e733 · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:09:48.409964Z

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.

source=pdf_text observed=2026-08-07T11:09:44.141551Z digest=sha256:18bed3d25ddcd66342149a617bdc9515bbc55cd1cbd34c00d4fddea1247af19e

Observation 56beb501-6015-4e62-af95-31ba57eb2b61 · outbound

This paper cites Singhal, S.

Are Large Language Models Good Temporal Graph Learners? Singhal, S

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.311254Z

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.

source=pdf_text observed=2026-08-07T11:09:44.169303Z digest=sha256:3c999d080ebdc1f2556e91e333b9273c55828e33d43e282fa72cb09e116aaca4

Observation 732aec3d-bef2-46e0-a2ea-c3b0d44deddc · outbound

This paper cites Towards Expert-Level Medical Question Answering with Large Language Models.

Are Large Language Models Good Temporal Graph Learners? Towards Expert-Level Medical Question Answering with Large Language Models

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:44.339314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:44.339314Z digest=sha256:d00dc863ce47af6cd1b6ef890c5216f4df691e7460cb634afe8b93e84e76c549

Observation e4afc9c7-db26-4048-a283-ce276b6d658e · outbound

This paper cites Souza, D.

Are Large Language Models Good Temporal Graph Learners? Souza, D

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.204394Z

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.

source=pdf_text observed=2026-08-07T11:09:44.431828Z digest=sha256:fa66845ab63bde3210b6820c535787465ce0275a092ef7d5b7b83064c803795e

Observation 1ffce104-a382-4f36-b8c5-3ddc74e3a821 · outbound

This paper cites Vaswani, N.

Are Large Language Models Good Temporal Graph Learners? Vaswani, N

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:48.103696Z

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.

source=pdf_text observed=2026-08-07T11:09:44.548533Z digest=sha256:ab4e278e1258ead280473f557864d9b372ab44242ff854f372ad1207a47b06e0

Observation 66a39c19-7aa7-4c81-a295-8438eb6bd58c · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:09:47.904811Z

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.

source=pdf_text observed=2026-08-07T11:09:44.652542Z digest=sha256:9871f1d334af4a7c0f34d3906483c512a2f80388da30a0d7c718b5aa03aad525

Observation 3f3c003d-0214-47fb-bef6-d07392fa71fe · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:09:47.762961Z

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.

source=pdf_text observed=2026-08-07T11:09:44.818470Z digest=sha256:5ee4d27630ccce3af43dd6de4405eac60ffd180448871f9a999eb7cad385c8bd

Observation 89ec71f2-3a1b-4fcb-baf6-780b61c56159 · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:09:47.469478Z

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.

source=pdf_text observed=2026-08-07T11:09:44.960010Z digest=sha256:ffcfe1a0674a22e72564cd7510c95ca94d54af982c57894e1dc4fd6fc808fd22

Observation f483089f-825c-49f1-a865-2a39d36a09b9 · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:09:47.207587Z

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.

source=pdf_text observed=2026-08-07T11:09:45.085765Z digest=sha256:1c78e5505751e4726bfbf70bca0fb82016949e29422cc7ebd14740caf32e456a

Observation 06dcde34-1381-44a3-ab1a-ba1d2b73e9b6 · outbound

This paper cites Qwen2 Technical Report.

Are Large Language Models Good Temporal Graph Learners? Qwen2 Technical Report

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:45.180036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:45.180036Z digest=sha256:a73c18b078266949b67dbd31b79eaeea1e7158567ec2bbc1bcfd22e09c4bfa38

Observation 1f6ccd16-94ee-4de6-af57-3bbb7ab66bac · outbound

This paper cites Qwen2.5 Technical Report.

Are Large Language Models Good Temporal Graph Learners? Qwen2.5 Technical Report

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:45.183623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:45.183623Z digest=sha256:7a6064ff93ea972f5aba4837799c112c8765ba7e52d9669814c7ec4239a59003

Observation 8b09fa81-04f9-468b-996a-ffe09dda7124 · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:09:46.922331Z

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.

source=pdf_text observed=2026-08-07T11:09:45.255547Z digest=sha256:f5dcd88d793dda9615b6081b49104d58acebcd01c17592a703c123d7add6fa42

Observation f911c81c-7a18-4a35-829e-e233715a9bc6 · outbound

This paper cites Language is All a Graph Needs.

Are Large Language Models Good Temporal Graph Learners? Language is All a Graph Needs

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:45.389027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:45.389027Z digest=sha256:bc000a3a46ccfde77f4cdbe997299df99799c99065498c4a08b4270fd27d4b1c

Observation 2670503d-8ca0-49a5-ac06-f51662986a59 · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:45.550170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:45.550170Z digest=sha256:790fca599c97661d2f948b74bd53a6c7a43be180ba0d49caa3afaea375dec63f

Observation cf625761-ee4b-4d37-8efe-993e608d4f5a · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:09:46.745739Z

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.

source=pdf_text observed=2026-08-07T11:09:45.617767Z digest=sha256:2583cc051c26a56be1bf282f9d1e8764ef509221de9ba6cf739af11fc73b3e52

Observation 7d518d36-b341-4769-bd79-4337c8115861 · outbound

This paper cites Zhang, Y.

Are Large Language Models Good Temporal Graph Learners? Zhang, Y

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:45.621385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:45.621385Z digest=sha256:0c4e91b1391d28436c87b22d3f66aa1de00c21aeee0ecd8b53ccbcd206fffa24

Observation 993c0cab-47e5-4dbb-9138-8604bf5c292f · outbound

This paper cites Zhang, X.

Are Large Language Models Good Temporal Graph Learners? Zhang, X

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:46.536529Z

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.

source=pdf_text observed=2026-08-07T11:09:45.665861Z digest=sha256:9451e8f99cc447387ae51170636fd99e5a13eb9fb6bf92671d496db2c21e40de

Observation e3c032a3-14ea-4672-a693-2fb5c74703f0 · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:09:46.323595Z

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.

source=pdf_text observed=2026-08-07T11:09:45.738136Z digest=sha256:8a6a722b28041b916f3b027c93fbb7e2a1fd3f633164e13a2bba68e133aa1f98

Observation 4816fc5f-e623-4888-9ed5-bf8f83092a79 · outbound

This paper cites Zheng and A.

Are Large Language Models Good Temporal Graph Learners? Zheng and A

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:45.806972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:45.806972Z digest=sha256:3fdc0b0cad280a500b246db50cf4f16b24377709ee21e131fc59472409850f8e

Observation 0dcbe32a-d386-4a3a-9486-603b721dbb7f · outbound

This paper cites an unresolved cited work.

Are Large Language Models Good Temporal Graph Learners? Unresolved cited work

Reference 1895

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:40.127904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:40.127904Z digest=sha256:e47b02d0a996fc14efbe678f5c54b41b25f33ba079711852c561c72736d5e2b9

Pith citing papers

No inbound Pith citation observations are available.