Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:30:14.504956Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:30:14.504956Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T16:10:28.823648Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T13:26:39.579352Z
46 of 46 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 83e5254d-9982-4780-bda9-e125e4d601da · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91c284da-abc9-45d1-9323-ff72a709cbcb · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10bc2a18-fe39-468b-8e8c-5c8a5b066b44 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 3
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.
Observation fcdf55f6-2b98-467a-bfac-f094dca6c1e2 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 4
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.
Observation 617abc26-2470-4219-a4f3-0c590ea3cfd3 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 5
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.
Observation 902ca018-70e9-467e-878a-535a2fef9ad1 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4803a1c9-4c3f-4ceb-ba8c-6cdd8730f007 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 7
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.
Observation 1b39f47b-c751-4139-8e89-2d8aba962ca8 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 8
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.
Observation f7bb241d-8756-4ee0-9eb9-ad505f902911 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a564b91-3040-4bf5-a897-a9cfdfcc9bf2 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 10
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.
Observation 206359cb-f37e-4a74-ac3e-c76d5c4a7748 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Entropy Causal Graphs for Multivariate Time Series Anomaly Detection
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c025b9e9-72dd-4476-94c8-802a6eef4cc7 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 12
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.
Observation 9449969e-d78d-4e96-a8ba-2ff20284b297 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 13
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.
Observation c00a16f2-f0c8-405f-a5f1-b9791a9bb458 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 14
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.
Observation e39530a6-856a-496d-89b4-2385b5a511dc · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5367078-d83f-4053-979b-9028865d17ba · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Position: The Causal Revolution Needs Scientific Pragmatism
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8800e58b-eab7-4966-b37b-9fc0d7cbf644 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a75a58f7-89cc-4a98-9175-54a7fb74dfce · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Mathur and Nils Ole Tippenhauer
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1fe40be-74a9-449d-bd4a-ceecf5c4064f · outbound
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
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.
Observation b46568b9-5dd5-4249-8e22-14011c96f0e6 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 20
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.
Observation 47a55393-f640-4f47-99d5-e6cfb01853ee · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity DYNOTEARS: Structure Learning from Time-Series Data
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92f3eef1-6dfb-4043-b74b-11f32a7d949b · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 22
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.
Observation 3991dc14-8540-4ae5-a4f1-7fe39c619dac · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Subrahmanya, and Weichang Li
Reference 23
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.
Observation b6a329b4-6666-4b87-b18e-1237d4ea81bc · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 24
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.
Observation 88c7fede-c67b-43ff-8ead-cce60cac3ef6 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 25
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.
Observation a484d138-2468-45cc-af24-21f80724c2dc · outbound
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
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.
Observation 322cc8e0-7ef4-4e95-8da4-24234c12b586 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Towards Causal Representation Learning
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f1aa734-c594-41bb-9dd2-1f516efe43e0 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Interpretable Neural Causal Models with TRAM-DAGs
Reference 28
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.
Observation cf10bbf3-44d8-46d1-9982-e348892938eb · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d646590e-e4ad-4fa2-97b4-662841f50820 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 30
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.
Observation f3b58b48-7ac4-4292-8268-2f1862ee0b94 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 31
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.
Observation cbd76628-22f4-44ff-87e4-6405d023b55e · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Identifiable Causal Representation Learning: Unsupervised, Multi-View, and Multi-Environment
Reference 32
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.
Observation c255647c-af93-4e00-869f-25cf770b199b · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5631e82a-f36f-4a19-b82b-daeb63b23f5e · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 34
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.
Observation 130ac6a4-015a-45c0-ad06-1b231c421abb · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Causality from Bottom to Top: A Survey
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e452256a-d101-4637-9e6f-424223b3630e · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1710ff9-37e9-4be3-8d1e-8b4e7ebfee2d · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9b4222e-b8d7-4079-bd3f-8310c7151c2e · outbound
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
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.
Observation 3cc70a91-346c-45f6-87e7-bfbae0d37991 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f53aaca8-98b8-46a7-a5f7-0a9b7e57db24 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 534d8ae0-f61f-4721-a087-78903d4dd0a2 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 41
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.
Observation e862836f-fa4a-4acd-bf39-92c5e6c844af · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Multi-modal Causal Structure Learning and Root Cause Analysis
Reference 42
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.
Observation 8dff2a89-a0c1-4b30-8398-cb67ddfcce58 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 43
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.
Observation bc2bd7a1-d38f-4e3d-b953-8940cc14bb99 · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Unresolved cited work
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e887497e-11ab-4823-9f3a-538568ba34eb · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ef9f01a-a6c6-41b2-a23e-f5edf62bc3ac · outbound
Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity Position: Quo Vadis, Unsupervised Time Series Anomaly Detection?
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75b26876-0c15-4fc1-96e9-4315c2681e1e · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f90e64a-d45b-4578-a0b4-f30733d11014 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88ccd1bb-0da4-444b-a4e0-b11e1dfcbf17 · inbound
DELTA: Variational Disentangled Learning for Privacy-Preserving Data Reprogramming Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity
Reference 19
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.
Observation 679aed09-f6bf-4e23-8e81-8f17d773dab3 · inbound
Causal Transfer in Medical Image Analysis Rethinking Spatio-Temporal Anomaly Detection: A Vision for Causality-Driven Cybersecurity
Reference 143
Source-reported events for the cited work
Unavailable: canonical work link unavailable.