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Paper Citation Record · LEDGER

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

As of 17 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 2026-08-16T06:30:59.297886+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:a196dc2169c074d551beffd8409898ec76ae4666d6d6a64c1930cbc8c3a27991

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=sha256:78281958032c33a33053d9d6fd98d42d659ecd3882b23bc83bc8c6a3990205cd

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:13.635967Z digest=sha256:9ca1091d2ab57e1ab8a9eaa2406059cef1ead9a203168d9996b2812ccf8f34c8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:13.681551Z digest=sha256:5b401dbc282a8d0e83d089e2eba4e9e12d5e2bf46b2baea5ca123b550f9e4b09

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:13.731485Z digest=sha256:8ed13602a46bbb29bf3d43b33dd2be571a8d207f760d2449022b394bf469ae3f

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:d8b25a14efd10c1412b279e063f36e0fa53c0be3990a83e50975eb0e0c86dc72

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:13.829249Z digest=sha256:43ad98a20c5fa874a02eb16690bb6dcde41b074bfffa478eaa51196a261e81d5

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:13.874909Z digest=sha256:7d25478f98a728ad9325b0a928d24071c051f94052704d6c4a814e63358a3d56

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=sha256:08878f4447c0dedb18328a2f1665ff17825b8ed38daee29746cd4991521ad904

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:13.953023Z digest=sha256:82207debda72b515a6c2ce19957b2fcd6c875399cc63bf4e28df85a90ea2a337

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=sha256:6f49eb41b6b273c04b0d58cd3f1c7242f3bb7cb772f1477c71f5cd3648096e4e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:14.032820Z digest=sha256:390d8c96413bdd26bfe80f19034f2a09cfb78d88b4b1248facaaa158bea605fb

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:14.175446Z digest=sha256:b4044fe51e300c10238923e684119b10d1227767b5f0bfcedab1379848b1efcf

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:14.336142Z digest=sha256:c089ec7996882c77f91cc9e6d47c2753bbd47069e354518e009819fedce64bf7

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=sha256:87dc72a5b60c0e5317b8c335c3dc6f8570118a2669ef1af28092369a40b7bed6

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:d19c6c743acecb8ecaf5ec9e2ca273e65bc65e8e0654d20b33ccdb3d7aecd4a8

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=sha256:1edd8c05a3c7b4a1547fca7eb2c7f4f775df386ce902c0e906830e51312aa3fb

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=sha256:64b3d9d405e40e87b8a64729cd088f23be5733b8b7bebc7dac768ca6d51670f7

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:14.396562Z digest=sha256:b6cc7dbf2d2e32cdecd514cf1869c436c6e6bd8990d501668289aa0b83af5c8c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:14.400553Z digest=sha256:977a399cf8bbd387eb6a9355369a6f75e2e11fbeab2e739b33ae7f7346639141

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:f49c145aa7f2958d696eb0ebe5856d3b64f7077ed316892f739f6101b2ebfc1a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:14.407393Z digest=sha256:160279b5a38419cd161b4de27e08044ddacd5ce70d968a168b3cc4f83af055ca

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:14.410956Z digest=sha256:cbc4d324793510a6aa5713f33b0b54db9fd13819768a895e4eeea8f2f32273b8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:14.414357Z digest=sha256:12cdae4896bf417b8d6371449da2f22094478f1bc41bc9303b7453d540e32cd1

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:14.417387Z digest=sha256:29c38ab6819f2fc7754211a5d461496774330bfa7444926875a584fb6be01739

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:14.420541Z digest=sha256:be77ce24655ded315588e38860fd9c8feae62e47290eb3dc8a7483f724aea52b

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=sha256:543a606ed815b262db41371061c9c6f7b3f9cfbd33482ddb58e61c0dafd9064f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:14.432978Z digest=sha256:5ae54685fb51a0f49a22773ff16251884491b9dd549b705af6348091ae2f44ee

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:e4b8fb970b598667f3a86eb56aa78f8eaf8bb9aa30e4e6a17354f183b9443ee3

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:14.440780Z digest=sha256:fec5109265e64f0f6828501b66d2905e96ef90e7c783952aa66e453e6e93124d

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:14.445535Z digest=sha256:96bb8694e25d92ac00f8fa4f450c986ae0557234492d20917b0ca32cb3a585d9

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:14.449338Z digest=sha256:a71424da77bfb61778ed35d2f1e59c10642f22af017cf50633352133b3367ef2

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=sha256:2fdd73207ae99fd2363e02c9f79491e250850c00ff9cf08de4cc48c64623372a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T18:30:14.461616Z digest=sha256:22251a32724b6470bd7d363666f6a4f8cfd1090f2620fa758c709eb58cd3a41b

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=sha256:939da4666660286be2ac293e99a1872f82eea7967e4613bac979ac22087c2f91

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

Unavailable: canonical work link unavailable.

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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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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

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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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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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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+00:00.

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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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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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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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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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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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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source=pdf_text observed=2026-08-06T16:10:28.823648Z digest=sha256:816bc116dfefe0a80354ccca9081131cb856f29f0b25ea8fa61939cd7c6cee07

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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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

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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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