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Paper Citation Record · LEDGER

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity

As of 8 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 4 inbound Pith citation observations for arXiv:2507.08177.

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

pith.paper-citation-record.v1
2507.08177 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:30:14.504956Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

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

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:10:28.823648Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T13:26:39.579352Z

Reference resolution

46 of 46 outbound references displayed

  • verified exact6
  • verified fuzzy1
  • unresolved36
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 83e5254d-9982-4780-bda9-e125e4d601da · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T18:30:13.544887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:30:13.544887Z digest=sha256:d15dc7ae1cb1a9b5aab8a0f5a445064f148439550906e955227a9a9553c535ff

Observation 91c284da-abc9-45d1-9323-ff72a709cbcb · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T18:30:13.578948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:30:13.578948Z digest=sha256:cdf4176820b561be4933e058546b465acb0546e60cc3f3c5ca8c7c25759e8ca1

Observation 10bc2a18-fe39-468b-8e8c-5c8a5b066b44 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:30:15.605217Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:13.635967Z digest=sha256:10f9875e8700f6608b1ffa3acc1dff8cd49af5b7b14e6f71ae028e30b6b3d893

Observation fcdf55f6-2b98-467a-bfac-f094dca6c1e2 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:30:15.593565Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:13.681551Z digest=sha256:e34692da3251f4a9c762e7a77329b7929df46d12aa3b4bca9e7081f6c89b83cd

Observation 617abc26-2470-4219-a4f3-0c590ea3cfd3 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:30:15.581696Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:13.731485Z digest=sha256:3d29cf675e449f1c7bd6c768e72a7caf0f43ac2dedfe838dea4a6fdb514fbfdd

Observation 902ca018-70e9-467e-878a-535a2fef9ad1 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 6

Resolution
malformed identifier
no resolver link, observed 2026-08-06T18:30:13.769284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:30:13.769284Z digest=sha256:102e0fa8c66aa311e9d70f183a210d984df1594b8f02209499ff3205e6a1b75b

Observation 4803a1c9-4c3f-4ceb-ba8c-6cdd8730f007 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:30:15.569314Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:13.829249Z digest=sha256:2f0950b99dd1723ea485c45eee8fda4293eece9e87bcacfeb2ced9fde9c030dc

Observation 1b39f47b-c751-4139-8e89-2d8aba962ca8 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:30:15.556602Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:13.874909Z digest=sha256:822f151913bab71e8ac41d52c91dbd34002e9a3cdbfbe2a1301e079ddee8e017

Observation f7bb241d-8756-4ee0-9eb9-ad505f902911 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T18:30:13.916752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:30:13.916752Z digest=sha256:0e48a56641abac8a47f48254dd2b49400d128344a8c5a8adbc2956a61f73f71b

Observation 1a564b91-3040-4bf5-a897-a9cfdfcc9bf2 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 10

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T18:30:15.212020Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:13.953023Z digest=sha256:3bb59f592e3e49ab7157dbbd051b87720c1c3e4d181f0afc82687960661f383f

Observation 206359cb-f37e-4a74-ac3e-c76d5c4a7748 · outbound

This paper cites Entropy Causal Graphs for Multivariate Time Series Anomaly Detection.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Entropy Causal Graphs for Multivariate Time Series Anomaly Detection

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T18:30:13.994982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:30:13.994982Z digest=sha256:520aa59d7320bcd23b3cfdf802a252deea311ae534b54b82e2fd29fba96b94c7

Observation c025b9e9-72dd-4476-94c8-802a6eef4cc7 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:30:15.544779Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:14.032820Z digest=sha256:4162dda6f029465bb3fc46648ba2ebcdee2dcdd3dd4366476436135221bdc12f

Observation 9449969e-d78d-4e96-a8ba-2ff20284b297 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:30:15.532072Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:14.175446Z digest=sha256:c12d33818b8bc772e6c8e09c7811b88ccc487d69962b8e3318b06f64b813a2e9

Observation c00a16f2-f0c8-405f-a5f1-b9791a9bb458 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:30:15.519008Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:14.336142Z digest=sha256:7dcb6210faac06829371f7d654d737e5ef2810387c62fcd4f83dbc8c5ca9f791

Observation e39530a6-856a-496d-89b4-2385b5a511dc · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T18:30:14.379512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:30:14.379512Z digest=sha256:3a4330b4508f1d9659e4ba8edba7e77eb4b21d2f7083e5d192d5bbd819f3623b

Observation e5367078-d83f-4053-979b-9028865d17ba · outbound

This paper cites Position: The Causal Revolution Needs Scientific Pragmatism.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Position: The Causal Revolution Needs Scientific Pragmatism

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T18:30:14.383501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:30:14.383501Z digest=sha256:90d05b8d6709bab719a020fb400d15a254aaba4abd37e874d6f74da477f0efbd

Observation 8800e58b-eab7-4966-b37b-9fc0d7cbf644 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T18:30:14.387800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:30:14.387800Z digest=sha256:d30975d2852b7c6e44ad24d7453591c71116ad6167f40454c917693859baeb4d

Observation a75a58f7-89cc-4a98-9175-54a7fb74dfce · outbound

This paper cites Mathur and Nils Ole Tippenhauer.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Mathur and Nils Ole Tippenhauer

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T18:30:14.391391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:30:14.391391Z digest=sha256:b5e14f4b06eafa134ae45bd201986c7dae6b74aae5f75064d80768d4d734007c

Observation f1fe40be-74a9-449d-bd4a-ceecf5c4064f · outbound

This paper cites Which bits went where? Past and future transfer entropy decomposition with the information bottleneck.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Which bits went where? Past and future transfer entropy decomposition with the information bottleneck

Reference 19

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T18:30:14.892294Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:14.396562Z digest=sha256:9f03f15c7b90f0f1cd0c56ec792793f556c507203516106ee32dfca8aaacbdce

Observation b46568b9-5dd5-4249-8e22-14011c96f0e6 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:30:15.507473Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:14.400553Z digest=sha256:19b0e6622d9540b5b58608ab87acbbf005853fb77b92dcf8f2839bc7b5e8c814

Observation 47a55393-f640-4f47-99d5-e6cfb01853ee · outbound

This paper cites DYNOTEARS: Structure Learning from Time-Series Data.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity DYNOTEARS: Structure Learning from Time-Series Data

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T18:30:14.403769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:30:14.403769Z digest=sha256:f83af3d89e505dac5d5d6becf17adfb624504bf64d6bf533202a16033bc4d419

Observation 92f3eef1-6dfb-4043-b74b-11f32a7d949b · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:30:15.496231Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:14.407393Z digest=sha256:c7a37b7e7257f9fc7ae091d4000e6f8f8b00cce8c3e8ace03e504a1f7bf04c8f

Observation 3991dc14-8540-4ae5-a4f1-7fe39c619dac · outbound

This paper cites Subrahmanya, and Weichang Li.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Subrahmanya, and Weichang Li

Reference 23

Resolution
verified exact
doi, observed 2026-08-06T18:30:14.551404Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:14.410956Z digest=sha256:51fdfcca338b0f78fade40268786e2ba2f01a224723c421579f32d60a2ee028f

Observation b6a329b4-6666-4b87-b18e-1237d4ea81bc · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:30:15.484050Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:14.414357Z digest=sha256:bfee5d705a1e66132f2a6991e1ba9fe37a01df8465763bf77a84767bd0aca672

Observation 88c7fede-c67b-43ff-8ead-cce60cac3ef6 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:30:15.472280Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:14.417387Z digest=sha256:570c6bbe3efef4e2d880ed7c6f6c64ca6d5df2a0ed576a88ae7058ad1c0e6631

Observation a484d138-2468-45cc-af24-21f80724c2dc · outbound

This paper cites Saquib Sarfraz, Mei-Yen Chen, Lukas Layer, Kunyu Peng, and Marios Koulakis.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Saquib Sarfraz, Mei-Yen Chen, Lukas Layer, Kunyu Peng, and Marios Koulakis

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:30:15.458607Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:14.420541Z digest=sha256:637e173992f7d82edf28ae6aa5e174ec9a4bb490e88a3596a17d0f62f67e2143

Observation 322cc8e0-7ef4-4e95-8da4-24234c12b586 · outbound

This paper cites Towards Causal Representation Learning.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Towards Causal Representation Learning

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T18:30:14.429126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:30:14.429126Z digest=sha256:7d62aa7f6ea29167e6df85fd64b6bb0512428d3106c1ec2746659a88d59faf78

Observation 5f1aa734-c594-41bb-9dd2-1f516efe43e0 · outbound

This paper cites Interpretable Neural Causal Models with TRAM-DAGs.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Interpretable Neural Causal Models with TRAM-DAGs

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-08-06T18:30:14.842173Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:14.432978Z digest=sha256:d241dae0a611e4553a4c7cda0be0f84537f9d4e9eb6d89c0c4086a88d5b0caa2

Observation cf10bbf3-44d8-46d1-9982-e348892938eb · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T18:30:14.436918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:30:14.436918Z digest=sha256:eb896a3eed5409b2de7f033252a87da30d4a1b5c297356169a5b54853bffe9a1

Observation d646590e-e4ad-4fa2-97b4-662841f50820 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:30:15.432234Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:14.440780Z digest=sha256:1aebcf87f013fad1e913fd69b1f7902256dc7d2683534944086a2a6836bbe627

Observation f3b58b48-7ac4-4292-8268-2f1862ee0b94 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 31

Resolution
verified exact
doi, observed 2026-08-06T18:30:14.539502Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:14.445535Z digest=sha256:b32ed5897d085b4fd72891f47d3a72f47ff94f80e5453a2eb8f3d8e2b31ca578

Observation cbd76628-22f4-44ff-87e4-6405d023b55e · outbound

This paper cites Identifiable Causal Representation Learning: Unsupervised, Multi-View, and Multi-Environment.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Identifiable Causal Representation Learning: Unsupervised, Multi-View, and Multi-Environment

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-08-06T18:30:14.825152Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:14.449338Z digest=sha256:9a0751615f1434b9c673c297c9cb419f7a49cac7b6593238a3ccbc183bb1ee64

Observation c255647c-af93-4e00-869f-25cf770b199b · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T18:30:14.453240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:30:14.453240Z digest=sha256:dde8c23864f4c935b04076c0f63a9d5a4b7636d74968402f007372099448956a

Observation 5631e82a-f36f-4a19-b82b-daeb63b23f5e · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:30:15.409529Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:14.461616Z digest=sha256:6318178ea0992e97e598f288d46969c5844c69e6afe41f4574ae09b67e47026c

Observation 130ac6a4-015a-45c0-ad06-1b231c421abb · outbound

This paper cites Causality from Bottom to Top: A Survey.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Causality from Bottom to Top: A Survey

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T18:30:14.465858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:30:14.465858Z digest=sha256:b6c72514ab534c54b1793a1ee5e04fb6e1afe2faa8f8d81a90b941e639f9c87f

Observation e452256a-d101-4637-9e6f-424223b3630e · outbound

This paper cites TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T18:30:14.469885Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:30:14.469885Z digest=sha256:4b50a36b009b9da5fb577d409c63a4eada598daa06e6903f9bf4cf0630517bce

Observation a1710ff9-37e9-4be3-8d1e-8b4e7ebfee2d · outbound

This paper cites Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 37

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source=pdf_text observed=2026-08-06T18:30:14.473532Z digest=sha256:fa71cba70071b5a2ae8268892d899f24b04347dc5428d8a92432fd936a12e2f7

Observation a9b4222e-b8d7-4079-bd3f-8310c7151c2e · outbound

This paper cites Causal-discovery-based root-cause analysis and its application in time-series prediction error diagnosis.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Causal-discovery-based root-cause analysis and its application in time-series prediction error diagnosis

Reference 38

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local_arxiv, observed 2026-08-06T18:30:14.695600Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:14.477426Z digest=sha256:3207506cc65e81739cb3e30c7521c85330d054b5d2b422d8fe9bf9710b4b1eb2

Observation 3cc70a91-346c-45f6-87e7-bfbae0d37991 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 39

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Observation f53aaca8-98b8-46a7-a5f7-0a9b7e57db24 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 40

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source=pdf_text observed=2026-08-06T18:30:14.484747Z digest=sha256:b43e01e669b98a9e12e291f0f7dee76700be1383c1d285cf028fae2c2ec487de

Observation 534d8ae0-f61f-4721-a087-78903d4dd0a2 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 41

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raw_fallback, observed 2026-08-06T18:30:15.389048Z

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

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Observation e862836f-fa4a-4acd-bf39-92c5e6c844af · outbound

This paper cites Multi-modal Causal Structure Learning and Root Cause Analysis.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Multi-modal Causal Structure Learning and Root Cause Analysis

Reference 42

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local_arxiv, observed 2026-08-06T18:30:14.588303Z

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

source=pdf_text observed=2026-08-06T18:30:14.497349Z digest=sha256:f9ef23bd7c9936f1899a105fb4b20b3b89ba0a5fdf92c751389bd58918d20828

Observation 8dff2a89-a0c1-4b30-8398-cb67ddfcce58 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 43

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raw_fallback, observed 2026-08-06T18:30:15.377094Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T18:30:14.500726Z digest=sha256:1b6c3ef5b2814b8ff87e187132a638f07b0d12cf0e2bb3d20a063f14cee33e13

Observation bc2bd7a1-d38f-4e3d-b953-8940cc14bb99 · outbound

This paper cites an unresolved cited work.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-06T18:30:14.504956Z digest=sha256:646455e36eac506fa7f22b56c900e50827f41ce2b5ee5069fef18618336580e7

Observation e887497e-11ab-4823-9f3a-538568ba34eb · outbound

This paper cites In Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (Long Beach, CA, USA) (KDD ’23).

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity In Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (Long Beach, CA, USA) (KDD ’23)

Reference 2023

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source=pdf_text observed=2026-08-06T18:30:14.457351Z digest=sha256:6335236d540bdb3a1d01f6f2c1bbfc59c78b52cbb2a1b0855c367fd2e744e971

Observation 3ef9f01a-a6c6-41b2-a23e-f5edf62bc3ac · outbound

This paper cites Position: Quo Vadis, Unsupervised Time Series Anomaly Detection?.

Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Position: Quo Vadis, Unsupervised Time Series Anomaly Detection?

Reference 2024

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source=pdf_text observed=2026-08-06T18:30:14.424365Z digest=sha256:bccf33b66c894f65b31673548cd720612a57a2c616ec131336dc4f412876b689

Pith citing papers

Observation 75b26876-0c15-4fc1-96e9-4315c2681e1e · inbound

Incremental Causal Graph Learning for Online Cyberattack Detection in Cyber-Physical Infrastructures cites this paper.

Incremental Causal Graph Learning for Online Cyberattack Detection in Cyber-Physical Infrastructures Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity

Reference 8

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no resolver link, observed 2026-08-06T16:10:28.823648Z

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source=pdf_text observed=2026-08-06T16:10:28.823648Z digest=sha256:76be5c032e1579ebbcbe170e0ec439dc593dc6380afa7dc72c71e15da3d9b06e

Observation 5f90e64a-d45b-4578-a0b4-f30733d11014 · inbound

Mechanical Force-Driven Charge Redistribution for Hydrogen Release at Ambient Conditions in Transition Metal-Intercalated Bilayer Graphene cites this paper.

Mechanical Force-Driven Charge Redistribution for Hydrogen Release at Ambient Conditions in Transition Metal-Intercalated Bilayer Graphene Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity

Reference 18

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no resolver link, observed 2026-08-05T21:03:18.958188Z

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source=pdf_text observed=2026-08-05T21:03:18.958188Z digest=sha256:de692e128f07bf53047934c270c3da8f2fe37ec675f23ace1d5c47fb75d3e1fe

Observation 88ccd1bb-0da4-444b-a4e0-b11e1dfcbf17 · inbound

DELTA: Variational Disentangled Learning for Privacy-Preserving Data Reprogramming cites this paper.

DELTA: Variational Disentangled Learning for Privacy-Preserving Data Reprogramming Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity

Reference 19

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local_arxiv, observed 2026-08-05T13:26:39.616941Z

Source-reported events for the cited work

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

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Observation 679aed09-f6bf-4e23-8e81-8f17d773dab3 · inbound

Causal Transfer in Medical Image Analysis cites this paper.

Causal Transfer in Medical Image Analysis Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity

Reference 143

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