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Paper Citation Record · LEDGER

Towards Data-centric Machine Learning on Directed Graphs: a Survey

As of 15 August 2026, this Paper Citation Record lists 100 of 159 outbound references and 0 inbound Pith citation observations for arXiv:2412.01849.

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

pith.paper-citation-record.v1
2412.01849 v2

Coverage vector

measured 100 of 159 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T10:46:14.664786Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

100 of 159 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved99
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f0a6ce9d-412c-4518-8095-7b6daa5f64ba · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 1

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no resolver link, observed 2026-08-12T10:46:14.208722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.208722Z digest=sha256:fd5aebebb0c689d9520df027b672a0f7901a65a50fa5332753c3690f7776fa8e

Observation 401a606a-55e5-4092-8336-1318259512aa · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 2

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source=pdf_text observed=2026-08-12T10:46:14.214095Z digest=sha256:6c39cc5a81b8371d48a4fe58cb6ccbcf4fd37a4628336ff2eddb9de8407d4ab7

Observation f99deed6-f9ec-400c-be31-63b74d24ee0c · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 3

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-12T10:46:14.218945Z digest=sha256:70a3fb1f48e07fca30a7de16bbee5b50f5c7e9c1c7c8156aa3d31165702a0fa6

Observation 1384b9a0-67ed-4e11-92cd-3d69e7ee34b9 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 4

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source=pdf_text observed=2026-08-12T10:46:14.223292Z digest=sha256:08f79f3d752e4af5ff6a6a0c59de7052b7e4392fc43963bb1b4852c7a1a2791d

Observation efe38ef4-0381-417e-8f88-a7d92a7d2149 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 5

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.228139Z digest=sha256:ce576ab3b947108709819d82c03df5db3271cbf996e50f9a92f360688e0a6172

Observation 23064426-deac-4112-aa2f-e29a881cc5f1 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 6

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source=pdf_text observed=2026-08-12T10:46:14.233028Z digest=sha256:164d6f48bb1d437d1fb076686c98fc04e891fdf25e6dd430dc1468870e523034

Observation 92c6624d-2afb-4452-ba6d-80f7f30c8e32 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 7

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no resolver link, observed 2026-08-12T10:46:14.237726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.237726Z digest=sha256:caaa12c18040b6631141f992de7e468419655cce4a2f54641fa91df2b79e1975

Observation 24c5754b-7ff2-41e8-8cb7-206928408110 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 8

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source=pdf_text observed=2026-08-12T10:46:14.241804Z digest=sha256:dfc685b6d0e3e5dff13a86685fa3a60c734ea4975e52d21edc183245803a35e1

Observation e12791c4-f4ba-405f-9885-58d94f93df00 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 9

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source=pdf_text observed=2026-08-12T10:46:14.246201Z digest=sha256:944ba29cc41a92e7abf7c5e6a7be5b36064672bb57b99028d5e8c832e2f012e0

Observation 37901fa0-8abe-4b10-a516-0fae4cc7c335 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 10

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source=pdf_text observed=2026-08-12T10:46:14.250665Z digest=sha256:91be1ebcf30630490da3275b6d9ea3955138e89358c87874df4b72b969fd10c9

Observation 08e42fbb-895c-4ede-b4ed-87e878919701 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 11

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source=pdf_text observed=2026-08-12T10:46:14.254774Z digest=sha256:7dad138851775184dcb35831e7f8fb9afdc3c69e0a6a8e0e8d9a2bd8f6160f1b

Observation 1edf3674-0e43-415d-937a-a7ce716bfe78 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 12

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.258937Z digest=sha256:3b1b9c6a5ff9651ca2140fece5daee2da7fe6050b4bc3f011cf9cf5305b53427

Observation f9cfa1e7-ffcc-488d-84ae-73b143a5f091 · outbound

This paper cites A Note on Over-Smoothing for Graph Neural Networks.

Towards Data-centric Machine Learning on Directed Graphs: a Survey A Note on Over-Smoothing for Graph Neural Networks

Reference 13

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source=pdf_text observed=2026-08-12T10:46:14.263234Z digest=sha256:adc9a1fafd3f915324f3a7a06ff70fccb8de5e30c3e80e789c74da92db0732a7

Observation 995f2e43-1e66-49cd-87f8-c93a06e3b7f8 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 14

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no resolver link, observed 2026-08-12T10:46:14.267767Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.267767Z digest=sha256:b9fb16ab146f6e1a9c7d16f0683fabacbc606b2331c028e8f872510e2dcdb0d3

Observation e8eede33-c900-44d8-84d9-656a4218024b · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 15

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.271750Z digest=sha256:b6c69ed40f3cb1e9d0c2d4fc14e9076c9236d5c9029388f7de3ccf0fd5cc6913

Observation b0c53502-e4b6-4636-823e-060c6d647111 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 16

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source=pdf_text observed=2026-08-12T10:46:14.275887Z digest=sha256:02eb4ad03a0ec4481553468f4a40c1f987f8458097a453c951aa135b36d783f2

Observation a3dc6e11-d4a2-460e-9c6c-0f376e76bb32 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 17

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source=pdf_text observed=2026-08-12T10:46:14.279961Z digest=sha256:1dcc2441e0889016cd5ba42fa5938c8b8adeacb9ca600ddedd5e7a4bfcbf800e

Observation 21de9935-2ef8-4433-89ba-6beca94796b5 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 18

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source=pdf_text observed=2026-08-12T10:46:14.284211Z digest=sha256:e27a4a70688b74321669493a2ef6b2ae5df66af0a9310c8da8dcd011e1a790c5

Observation 637d67fa-20b7-488f-9547-a98888207de4 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.288360Z digest=sha256:803120ebad86131dcacb04f8f03f16b9ec62936052877b8808d5ebc3503ad289

Observation 1773956c-3011-4eb3-9aff-dcb734f3ee03 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 20

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source=pdf_text observed=2026-08-12T10:46:14.292488Z digest=sha256:b530835dc31ca67735adf06b6248f883ee30fe0b85769cfbe4ada85d5783bfdc

Observation 47b89d06-9dfa-47a2-ab95-919a6148ac98 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 21

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source=pdf_text observed=2026-08-12T10:46:14.296795Z digest=sha256:26d3b8a7e905a59a346fab4af5192eac2d356e1b66bea66c5457e550920f0cf1

Observation 3936213d-0884-4c75-98f2-fda4572f7948 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 22

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 58a7253d-e599-4bae-a4df-5c3384bbc71c · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.305150Z digest=sha256:5a1e39645bd5cf8faf8e12c00bdd1196e83f30bef435c3a1bd226a18e7af8266

Observation 9fee5d8c-cc9f-4f9f-9809-f6402bbfed40 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 24

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no resolver link, observed 2026-08-12T10:46:14.309271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.309271Z digest=sha256:6a1f1a02d6180974d1bb917a4e33276f0de132ab91f89d81215b855928da3ec4

Observation 1c1eff9f-1e4d-4e61-bfd3-b02a42d328fe · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 25

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.313477Z digest=sha256:533799d3b7a83b22bdc2a41e362af9effb6a68058d4102b0c35204714fe7489d

Observation 444014f0-ed9a-439a-9931-733340a1ffc1 · outbound

This paper cites Feature Transportation Improves Graph Neural Networks.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Feature Transportation Improves Graph Neural Networks

Reference 26

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source=pdf_text observed=2026-08-12T10:46:14.317895Z digest=sha256:799a18099040ec34338127856f7ec47cb35add188fa046940ac42916d05baf86

Observation cbe9dcef-2ee3-4017-ad01-02a89053c0b9 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 27

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source=pdf_text observed=2026-08-12T10:46:14.322309Z digest=sha256:928a80cb142bfc6eedcc4f7bd3ceec1d68079a5680da64de3e720d036f81ff59

Observation 763ff53c-16e9-4a86-a87f-e66aaa51d0e8 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 28

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source=pdf_text observed=2026-08-12T10:46:14.326246Z digest=sha256:d241775e3ae732ecf58320e8437e11dfda064372e643264c48f34e5a16233f2e

Observation 2bc4560f-37fb-4409-9f5d-8bf7e3a173d3 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 29

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no resolver link, observed 2026-08-12T10:46:14.330521Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.330521Z digest=sha256:308f37e8bbacb69f0043800e602d2dca052da3266bc18ec4727cb7c2430d0ea5

Observation c913f9d3-5cb2-46d7-a2fb-75feda90d279 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 30

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source=pdf_text observed=2026-08-12T10:46:14.334844Z digest=sha256:87f623680e83f87719ecdfafd78aa16393a6a3a3ce5361270a2df75a2735a89f

Observation 2fdcda67-d237-4bb2-9f67-7b247d112755 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 31

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source=pdf_text observed=2026-08-12T10:46:14.339171Z digest=sha256:0c223b43b8c335a25ba22745c7628abbb8014f401340c4b2899f8826445f3d88

Observation 067642f7-d145-47e1-bfdf-4fba1e652035 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 32

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source=pdf_text observed=2026-08-12T10:46:14.343588Z digest=sha256:e97bc065937c6d0e3eb3ca6a9cdd45702a0bb93e434f81a6a5c5b334ea0937b3

Observation cf232166-f981-4b31-a11b-edf20d887229 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 33

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no resolver link, observed 2026-08-12T10:46:14.347814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.347814Z digest=sha256:a00a1c1a469e1737749a1c0d9a38514f38c0ecacd8f668417787bc5f53b18a77

Observation 9edd58f0-5e88-42b4-adf0-25f7b46b7a3b · outbound

This paper cites SIGN: Scalable Inception Graph Neural Networks.

Towards Data-centric Machine Learning on Directed Graphs: a Survey SIGN: Scalable Inception Graph Neural Networks

Reference 34

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source=pdf_text observed=2026-08-12T10:46:14.352129Z digest=sha256:e27efda92ea0de5d09d70e600908be3d6045322d548b8bd5a3e661016fa5beaf

Observation a873a2aa-fcd6-439f-a08d-b2bbb5870353 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 35

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source=pdf_text observed=2026-08-12T10:46:14.356980Z digest=sha256:2992edddb79a7864a421583e9e2791e26dab68bb3dfaed01bb3a1f3273a3d01b

Observation b480a294-b6db-4bed-a684-2fe51041d3ae · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 36

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.361562Z digest=sha256:54c99299c6fd40e8a8b4c024a5e4722cad1fd626f32a1fee9e6af6f22efb9c77

Observation dc2a3971-f7b5-41c5-bcee-ccc3eb6c0e93 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 37

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.366556Z digest=sha256:0ccffd555bf9367cc12bb7dd61ae55c0a41d55588f38b0f80d46634637eb229f

Observation d64d77d0-e7ff-4dbf-8f46-c320b3fe8eb5 · outbound

This paper cites DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation.

Towards Data-centric Machine Learning on Directed Graphs: a Survey DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation

Reference 38

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source=pdf_text observed=2026-08-12T10:46:14.371520Z digest=sha256:035f56de02526f1a9b08594e5bdcff6d1fb66d8055a61c533ca391cd394e0a17

Observation 915551c8-7940-46e2-85e0-7c7120a3be04 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 39

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no resolver link, observed 2026-08-12T10:46:14.376413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.376413Z digest=sha256:49503c4ae88f9816b9d38787c7e030d974ddded0c03c44e5d42d05bc41a6ce79

Observation 549627f7-d132-4e6f-be06-08310523e32d · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 40

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no resolver link, observed 2026-08-12T10:46:14.380645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.380645Z digest=sha256:bb095c00c4d16fa9bb1e5261abec0ed85840d86e37e216c23ad7e5ef1aaf64b0

Observation 1171faea-ec8d-40ab-b4f5-3d344901c1e1 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 41

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no resolver link, observed 2026-08-12T10:46:14.385192Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-12T10:46:14.385192Z digest=sha256:fb0850c128a141fec767d42cb90448bdd2a034f5fd5243456be5fc91cde2fa59

Observation c466ab34-3fd3-4bcd-a500-88e87d5837a7 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 42

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source=pdf_text observed=2026-08-12T10:46:14.389777Z digest=sha256:5163e30c55fe7bf46de78ca2852f0e10fb31cee7d893975084cc4b3fed76d69f

Observation 36e35d3c-55f2-49ae-b522-dee57f809e54 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 43

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source=pdf_text observed=2026-08-12T10:46:14.394475Z digest=sha256:788ecea54f1ce41ea126efc18ebd054d8e6d8cc5b427a3893e5294e60de121a8

Observation 3076b625-c480-4674-a23e-65f7839f441a · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 44

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source=pdf_text observed=2026-08-12T10:46:14.399053Z digest=sha256:05199ceb1a50253591a14a984e13fc2cd1208ce99fd22e3390e5e8d45e8b3a7a

Observation dfefab00-aa36-4411-b626-e4831ee60a00 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 45

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source=pdf_text observed=2026-08-12T10:46:14.403803Z digest=sha256:79657ff7ea486f78ca2946d519a7a75ffcb8943ad8358c33a7404b054ecfba3a

Observation 10396872-a721-4643-af1c-8f3b1c28c72f · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 46

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source=pdf_text observed=2026-08-12T10:46:14.408458Z digest=sha256:dc1422a0f46ca2d9a018832b3d3168a3934206c069bc264ad1ca91f6ac662ba0

Observation 3c941972-b77d-4ec0-a19e-5ce1f570bd9e · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 47

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raw_fallback, observed 2026-08-12T10:46:15.398169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:46:14.413042Z digest=sha256:a128d705135c90eee8cea323a1033e6cd416e2687e6423f6a00d769998c06ce9

Observation 992316bb-a86a-4f6d-9ebf-de46501af65d · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 48

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source=pdf_text observed=2026-08-12T10:46:14.417557Z digest=sha256:954d6c5987e0543246735178ad606b5b9eb58fd9e20d541e082677b5c98e6e5c

Observation 11e61ab8-e89a-4ec0-9e1b-420a2631ff5b · outbound

This paper cites edGNN: a Simple and Powerful GNN for Directed Labeled Graphs.

Towards Data-centric Machine Learning on Directed Graphs: a Survey edGNN: a Simple and Powerful GNN for Directed Labeled Graphs

Reference 49

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source=pdf_text observed=2026-08-12T10:46:14.421975Z digest=sha256:f2034cc5695dbbf6a78555d4d40b1991c18b7cae899fb40c7158cc020c1091a6

Observation 8b3a00bb-3f11-4fb2-9d0e-e115e814545f · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 50

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source=pdf_text observed=2026-08-12T10:46:14.426896Z digest=sha256:49c0de4cf7525f108473c42c2b5526f836435d7ce1b04b370587b6cfda70b262

Observation 913071c5-b9e8-4240-9bb6-a743f0ec290d · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 51

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source=pdf_text observed=2026-08-12T10:46:14.431293Z digest=sha256:5fe2effc7ef127bfee46374ffe1bc0978fe2c48ab29b67cf2e0856bb6f284ada

Observation b72e0d04-c6a4-43ae-a8ab-5299c3bffff2 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 52

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-12T10:46:14.435643Z digest=sha256:45917d61fb6390c8d580dd71b73eb6fd76db5f078b0aef62fb6aa5c31c2e1b74

Observation 3a7c3f33-8ab9-462c-9b45-36de3a02d764 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 53

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source=pdf_text observed=2026-08-12T10:46:14.440028Z digest=sha256:384424cc5f2c607d097aeff3cc625d55e912b9290d551f939eda4f7bb944b480

Observation 101b08a6-594a-4fc4-9fb7-c1bb85bf6964 · outbound

This paper cites COGMEN: COntextualized GNN based Multimodal Emotion recognitioN.

Towards Data-centric Machine Learning on Directed Graphs: a Survey COGMEN: COntextualized GNN based Multimodal Emotion recognitioN

Reference 54

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source=pdf_text observed=2026-08-12T10:46:14.444376Z digest=sha256:01a24f88610256844e8cfa177a8b3f3f02e32a968d872ad89443a2b964b9cd36

Observation 3656c2d2-a41c-4ded-ba47-47249d0bf55a · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 55

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source=pdf_text observed=2026-08-12T10:46:14.449176Z digest=sha256:a6e1523df97bef95b6260a4562fa13caf25c47f563093f1feb6dcb2f8859a37a

Observation ec33db61-babb-4f01-a676-e8d61152e504 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 56

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source=pdf_text observed=2026-08-12T10:46:14.453506Z digest=sha256:a366e2e64719cffaaa9374f6f499405fa32fd2707327b86d1a2491efb1fb0c3b

Observation 31acabe7-3b77-4c98-ac98-30fa9aa6550d · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 57

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source=pdf_text observed=2026-08-12T10:46:14.458122Z digest=sha256:ce16c22258e4deb185014b5c0ed27227120d7c2f1868bd9944c7d624b07d5015

Observation fac9fc3c-1931-44c7-b5bf-c96319b9273b · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 58

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-12T10:46:14.462920Z digest=sha256:a49f75355918bfd564bfa85d2b334c0f13e41097212397aa79a82ddf603f2846

Observation 55a646d7-abdb-4ff4-ac94-3ef1809bc6f9 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 59

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source=pdf_text observed=2026-08-12T10:46:14.467515Z digest=sha256:acf841478a6fd1deafc6c10922ad08e03e0a5e027bf7da1465a0d9ed08abbb97

Observation 10f5ae9c-160c-484f-b481-0594ea273d51 · outbound

This paper cites HoloNets: Spectral Convolutions do extend to Directed Graphs.

Towards Data-centric Machine Learning on Directed Graphs: a Survey HoloNets: Spectral Convolutions do extend to Directed Graphs

Reference 60

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source=pdf_text observed=2026-08-12T10:46:14.472027Z digest=sha256:21d8b225681cefeee8f01aff8e81a1ec4ae58225b6d8cddebf886b67bdae23f8

Observation b69aa515-08bc-4fc7-bff8-31db2fb15bdb · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 61

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-12T10:46:14.476522Z digest=sha256:1d9a9c64b8373eeaffac34f9f4bf7716f64543f25fe63a9e5a6b761a5d35f1d4

Observation bf73651c-21ce-40f4-af45-de34ac3a65a3 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 62

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source=pdf_text observed=2026-08-12T10:46:14.480667Z digest=sha256:88c0b54e7362f636b63a0f949462c9a3e84efb8eff6646a0d936cfd0f2f30137

Observation fe0bf2bf-20a1-4465-a0ea-d5b7c4296558 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 63

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-12T10:46:14.485081Z digest=sha256:ca76d5f1b633115949d185d6285b793a3374391c22b5039a00c097e4755251a0

Observation bb483c14-9742-4a71-97f5-1528767131cd · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 64

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-12T10:46:14.489401Z digest=sha256:806ea995c910ab574445faca33baff7802dc161f01ae1d36b75daafaf443fab4

Observation b3cf1638-fb74-412e-a42e-b5409dc683d6 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 65

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source=pdf_text observed=2026-08-12T10:46:14.494308Z digest=sha256:2c773ce526ace557c36c0d0e30bd4429a5a3918904da3b14069376182a0af7f2

Observation 12566a46-d451-400f-afd2-1b1e6b3135df · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 66

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.499071Z digest=sha256:62db19f205154d5c8648162b924d5df787a605893f787284d9d3f246f075aea2

Observation 7d977e39-947a-43a3-a697-f858deb761c8 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 67

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-12T10:46:14.503470Z digest=sha256:0f9348c228eb655a56fe9a26e611c348f07d9534f4a586433a2ee8e6cc3eb6ba

Observation 5df9891b-d00b-4ddf-8c1b-16ed368a17d5 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 68

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-12T10:46:14.507923Z digest=sha256:6fd42e462b1ae4833c56286c462da9a321179e7b699d0871fda02dba56de6cd5

Observation a9dd06ea-723d-486e-9fb0-2569fcd2edde · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 69

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.512073Z digest=sha256:d55eb916ce2ccddc5e0cdd0cbf78abcc2dfb2844f87cd2098e8e437c1da48f2f

Observation aa40a5ca-abca-4fbf-b7c0-364870a0342d · outbound

This paper cites LightDiC: A Simple yet Effective Approach for Large-scale Digraph Representation Learning.

Towards Data-centric Machine Learning on Directed Graphs: a Survey LightDiC: A Simple yet Effective Approach for Large-scale Digraph Representation Learning

Reference 70

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.516304Z digest=sha256:a7d5cd6245579bf31fa6cbb1ef4f067d5f394ff7a75143b2b680a3c7db45b15e

Observation b630f170-503f-4b83-9600-82201d9a6733 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 71

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-12T10:46:14.520745Z digest=sha256:a26720612f6c9abc25b28dbc646786d18925ef83d144598e4ecd57cb2b195a94

Observation d6846e25-66d8-49d5-8542-849134ade2b9 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 72

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-12T10:46:14.524977Z digest=sha256:37b44e061fb9cb772b3221cc44f6bd72d271da8fce630128b666a97ae73a102a

Observation 2c4db894-8c4c-416c-8456-0fd2097e371d · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 73

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-12T10:46:14.529326Z digest=sha256:6c94d4cb22145773ba3e32d05db3714123fc8b32d66500d0231bf8025f3d281b

Observation 7245af64-cd6d-40ce-8308-31db00471bc1 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 74

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.534105Z digest=sha256:46b9f18f75962a12bc65b768c7dd930f5dc82101619984b01dde6e3e2acecced

Observation dc9e3f00-dfd7-4173-a00c-1e7dd0930a91 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 75

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.538233Z digest=sha256:e7e64c4a26722b7d372b7145df98a5a5f1efa24e2ae94d62a06228572ae0efb4

Observation e337bd4a-9301-40da-abe0-9d2feeb1c3aa · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 77

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.546745Z digest=sha256:cc263bf64afba71a0c897c13330dc679397a3d72edb533425654d2dbf9af6dfa

Observation 90cfad18-a3b4-44a7-bcb1-0c84af041773 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 78

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.550965Z digest=sha256:a189378bb2fbc98f5fd7bbca6d30877b4b2b8b8052d652e286a529d7ca5ff42c

Observation 72e379a0-a9f3-4931-9efa-6eda0fb8985a · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 79

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.555223Z digest=sha256:2486ff60a675427de833899d3cef482436883c96eee14c75ba00d96ce86f6e8d

Observation bc59691b-f3f1-4f8b-9f0f-89450dea4747 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 80

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.559819Z digest=sha256:8a922e3cb97ae81b95fab01d9c2b90c891eaea4d990c7dbc6ac3fe0c98e91771

Observation 91ae31c6-5a5c-4414-be1e-4a68eb1d4222 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 81

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.564238Z digest=sha256:96cfefb7bb9886928ff917fe438312cec1cac6c49c4f988ffff9c123476c22a9

Observation f24a5522-57df-4891-b3f8-f7a37a6c6e0f · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 82

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no resolver link, observed 2026-08-12T10:46:14.568753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.568753Z digest=sha256:e6749b137ed067a86dc6267e6a8812fdb85c8bef1170d30b00e9eff83a71a0a3

Observation 935f1b46-1bb3-485c-93fc-01dedb5f58c6 · outbound

This paper cites Spectral-based Graph Convolutional Network for Directed Graphs.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Spectral-based Graph Convolutional Network for Directed Graphs

Reference 83

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:46:14.573115Z digest=sha256:276aecb48cfe933c2c28e1447d7d88404d34999aaf20d7d0b2edd77a9af1d37a

Observation ac9ae545-7b84-47e7-bf83-84fd1bedfb7f · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 84

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no resolver link, observed 2026-08-12T10:46:14.577666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5f1047ea-3a67-4f61-9489-02e96484f6ab · outbound

This paper cites A Simple and Scalable Graph Neural Network for Large Directed Graphs.

Towards Data-centric Machine Learning on Directed Graphs: a Survey A Simple and Scalable Graph Neural Network for Large Directed Graphs

Reference 85

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Observation ec777b57-beb9-4d5e-96d7-57cf2d5dec67 · outbound

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Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 86

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This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 87

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Observation 7310056f-0a1f-4f75-bad6-78ee2fb8677f · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 88

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Observation d109d25d-51b1-41b0-bffe-6a69ed43c93e · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 89

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Source-reported events for the cited work

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Observation 9c548146-b05b-4da7-bf11-fa6f4ce1b8a2 · outbound

This paper cites Adversarially Regularized Graph Autoencoder for Graph Embedding.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Adversarially Regularized Graph Autoencoder for Graph Embedding

Reference 90

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Observation 20977ead-4809-46a4-bd3a-1a59b839d18a · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 91

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Observation edc804b4-99d1-4f0d-8f14-0bfc82bba1f9 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 92

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Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 94

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Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 95

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Source-reported events for the cited work

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Observation c616f0dd-0841-443b-9e1a-1fe9b7611f98 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 96

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Source-reported events for the cited work

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Observation 9cf05f06-754b-4890-a2ba-757c462468c5 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 97

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Source-reported events for the cited work

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Observation 32a56b61-0c77-428a-8433-fedc2da8392c · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 98

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation a49b3420-2023-4a21-a12f-e0a3f75130c2 · outbound

This paper cites Directed Acyclic Graph Network for Conversational Emotion Recognition.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Directed Acyclic Graph Network for Conversational Emotion Recognition

Reference 99

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Source-reported events for the cited work

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Observation 487fb907-d536-4be8-820f-be1211bc31f7 · outbound

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Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 100

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Source-reported events for the cited work

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Observation c75525da-579e-4e29-8641-721ae2582cac · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 101

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unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T10:46:14.660185Z digest=sha256:858caaad7240f7f03deee14ccdea27d6466d6a49513f2b17f9bfd2bdd8b712f1

Observation 1d1b3309-1ab6-4693-bbec-c23cc64fb847 · outbound

This paper cites an unresolved cited work.

Towards Data-centric Machine Learning on Directed Graphs: a Survey Unresolved cited work

Reference 102

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Pith citing papers

No inbound Pith citation observations are available.