Paper Citation Record · LEDGER

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting

As of 18 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2509.03852.

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

pith.paper-citation-record.v1
2509.03852 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T10:42:46.271672Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

52 of 52 outbound references displayed

verified exact3
verified fuzzy2
unresolved47
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 995ac174-d413-44c4-808f-0bc6eede3d5b · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:54.078990Z

Source-reported events for the cited work

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Observation cdaee8d6-589b-402c-bf73-dac194eb93f2 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:53.800174Z

Source-reported events for the cited work

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Observation c70e198e-e4c0-4845-a398-3be3a1c1e8a9 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:53.479847Z

Source-reported events for the cited work

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Observation 586a43ca-c50b-4057-8b31-b4562e4d86b7 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:53.071034Z

Source-reported events for the cited work

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Observation 1560443f-3688-4e12-9d80-1eadfc344c5a · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 5

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Source-reported events for the cited work

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Observation 8c2ecece-2c9c-45eb-81a9-4b250db07287 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:52.463662Z

Source-reported events for the cited work

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Observation 33c84e78-6714-4702-b914-d830c11e23e2 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:52.205400Z

Source-reported events for the cited work

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Observation 9b7910db-0200-4432-937b-85f3724ff083 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:51.940171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d2668fa7-1378-4a5e-b658-ebd80eab6fa5 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:51.662922Z

Source-reported events for the cited work

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Observation 968e0218-25c5-4952-ad1b-c7afde0eee56 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:51.520049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8dab4e67-888b-45e8-bfe2-6c1c26fcc3e1 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:51.356269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a73be630-d294-499d-bcf0-5d3b5f6c86f9 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:51.151497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b5bc6daf-c019-419b-b038-c206aea6c654 · outbound

This paper cites Follow the Leader: Enhancing Systematic Trend-Following Using Network Momentum.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Follow the Leader: Enhancing Systematic Trend-Following Using Network Momentum

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-05T10:42:46.407866Z

Source-reported events for the cited work

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Observation 0fd07ba3-e1b9-47f2-b6a7-498995edb169 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:50.993879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 54688422-659d-40b4-b9ac-77f79114e04b · outbound

This paper cites SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T10:42:46.112458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ec28da9-f7d0-4265-91cf-1cc6228d92ec · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:50.852330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c220461d-db5a-4715-9066-308567cc77e0 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:50.710063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8a479359-e455-4b67-a27d-864c7da195cf · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:50.544933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9677332a-eb25-40db-ab4b-b862b790fe2a · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:50.375415Z

Source-reported events for the cited work

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Observation 90410e06-3afd-4f5b-8eec-ed463016a0e6 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:50.220891Z

Source-reported events for the cited work

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Observation b84e0dc3-0a16-41f9-976e-a624408dd87c · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 906d1f42-cd04-42ec-9477-33e3fb7e19bd · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:50.081214Z

Source-reported events for the cited work

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Observation e12e4a04-e0c6-4dfc-9645-13aa33dd274b · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 23

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Source-reported events for the cited work

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Observation a267b8b9-362e-434a-bdb0-c3e7ec64e79d · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:49.770620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ab393fd6-f6f2-4193-a01a-9adfa01e7eb3 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:49.633153Z

Source-reported events for the cited work

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Observation f026170e-14d6-4d31-90bd-913c079a1dc4 · outbound

This paper cites MSHyper: Multi-Scale Hypergraph Transformer for Long-Range Time Series Forecasting.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting MSHyper: Multi-Scale Hypergraph Transformer for Long-Range Time Series Forecasting

Reference 26

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Source-reported events for the cited work

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Observation 988a587a-782d-48de-aaf0-da696ebe7ed4 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:49.491836Z

Source-reported events for the cited work

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Observation 5e069f1a-5da1-408b-9826-4c85697d426a · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 28

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Source-reported events for the cited work

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Observation b8edefa6-badd-4337-8d60-f0802e2d5c45 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 29

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Source-reported events for the cited work

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Observation 52100d8c-a37f-4393-be3a-f20818f5cfda · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 104882e5-8ae3-4eeb-a8cf-a085fca00e99 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 31

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5c55fa23-f777-4453-a425-07482062d3b8 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:48.688565Z

Source-reported events for the cited work

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Observation 762eb825-0d20-4ed6-ad9a-168301b3c98c · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:48.562473Z

Source-reported events for the cited work

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Observation 8865dbed-9802-49f7-8b04-6d09ddd31cd7 · outbound

This paper cites DSTCGCN: Learning Dynamic Spatial-Temporal Cross Dependencies for Traffic Forecasting.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting DSTCGCN: Learning Dynamic Spatial-Temporal Cross Dependencies for Traffic Forecasting

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-05T10:42:46.348091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6851c644-1bbe-4a35-8749-174d35d47cb2 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:48.410959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dbb20031-bc8d-423b-b269-dc3b661c7d91 · outbound

This paper cites ST-Hyper: Learning High-Order Dependencies Across Multiple Spatial-Temporal Scales for Multivariate Time Series Forecasting.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting ST-Hyper: Learning High-Order Dependencies Across Multiple Spatial-Temporal Scales for Multivariate Time Series Forecasting

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-08-05T10:42:46.324887Z

Source-reported events for the cited work

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Observation 3330c7c1-053f-45f5-9d52-3948797e8468 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:48.232255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 029719e0-9ce1-40b6-92aa-c9c97317fc31 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:48.072821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 86ef194a-e46f-4b2a-8958-6e0eca674f66 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:47.918667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3b24b332-3ab2-47fd-aa92-87cbf4de9b24 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:47.499265Z

Source-reported events for the cited work

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Observation e0c58b43-06a9-4a06-a07c-9c8732e9a301 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:47.320927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4d08768f-9068-4074-8754-4c950d48a5f2 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:47.118122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 714d3629-5ef7-48c3-a311-824914f6b90c · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 43

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Source-reported events for the cited work

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Observation db3dead7-66cd-4f65-b903-88d1b4991831 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 44

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c9be2671-95b7-466a-9c78-d9f30411b375 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:46.782839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ed106e47-ad92-4363-848a-f7d238b1e130 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:46.618063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 56afcc5d-1845-40d2-a79d-2bf05c872d53 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:46.554866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ddc78d9b-bc4e-43fa-9681-3ed073de0186 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:46.523408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fc1eff42-71f4-4fce-a121-b6ceac0e58a0 · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:46.490780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b97ea6c7-c73d-4392-8ad0-4fe141d83b7c · outbound

This paper cites an unresolved cited work.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:42:46.459833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7b5b4ea3-6936-4d1c-9f4f-84f79ddb47b9 · outbound

This paper cites In International Conference on Learning Representations.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting In International Conference on Learning Representations

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T10:42:47.681700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation af846fbe-830b-473c-95ab-9fe069d6de5c · outbound

This paper cites Applied Energy 364 (2024), 123194.

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting Applied Energy 364 (2024), 123194

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T10:42:46.432720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

No inbound Pith citation observations are available.