Paper Citation Record · LEDGER

The AI Shadow War: SaaS vs. Edge Computing Architectures

As of 13 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2507.11545.

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

pith.paper-citation-record.v1
2507.11545 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:05:00.573890Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

39 of 39 outbound references displayed

verified exact5
verified fuzzy28
unresolved5
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 016bde3c-8994-492c-bbfa-b23fcf2152f5 · outbound

This paper cites A survey on transfer learning,.

The AI Shadow War: SaaS vs. Edge Computing Architectures A survey on transfer learning,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T19:04:56.248862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e07222f-3e52-49fb-a4b3-eed254152ded · outbound

This paper cites Goodfellow, Y.

The AI Shadow War: SaaS vs. Edge Computing Architectures Goodfellow, Y

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.923677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 16a1718f-dd98-4b37-862a-0c52f0390362 · outbound

This paper cites In-datacenter performance analysis of a tensor processing unit,.

The AI Shadow War: SaaS vs. Edge Computing Architectures In-datacenter performance analysis of a tensor processing unit,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T19:04:56.560038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 958519e8-6438-4ea6-b61c-07cba58d4b9a · outbound

This paper cites Membership inference attacks against machine learning models,.

The AI Shadow War: SaaS vs. Edge Computing Architectures Membership inference attacks against machine learning models,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T19:04:56.683632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6554a355-ce65-4439-aafb-5b489b22b71a · outbound

This paper cites Attention is all you need,.

The AI Shadow War: SaaS vs. Edge Computing Architectures Attention is all you need,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.889771Z

Source-reported events for the cited work

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Observation 85681144-63ad-4e70-8695-011cfb636dc4 · outbound

This paper cites Quantization and training of neural networks for effi- cient integer-arithmetic-only inference,.

The AI Shadow War: SaaS vs. Edge Computing Architectures Quantization and training of neural networks for effi- cient integer-arithmetic-only inference,

Reference 6

Resolution: verified exact; raw_fallback, observed 2026-08-06T19:05:01.133286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0abf010a-931d-45b4-959d-1709de87d8ff · outbound

This paper cites Energy and policy consider- ations for deep learning in NLP,.

The AI Shadow War: SaaS vs. Edge Computing Architectures Energy and policy consider- ations for deep learning in NLP,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.856429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 67e9212b-83a4-46e2-b5ad-abd1c4cc3a87 · outbound

This paper cites Federated machine learning: Concept and applications,.

The AI Shadow War: SaaS vs. Edge Computing Architectures Federated machine learning: Concept and applications,

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 73027a37-5581-4f00-89d2-cb2119b32739 · outbound

This paper cites Russell and P.

The AI Shadow War: SaaS vs. Edge Computing Architectures Russell and P

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.823877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0cd81dbd-aff7-458e-859e-a8b98434bea2 · outbound

This paper cites 40,000+ Internet-connected Cameras Exposed Streaming Live on The Internet,.

The AI Shadow War: SaaS vs. Edge Computing Architectures 40,000+ Internet-connected Cameras Exposed Streaming Live on The Internet,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.804825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 64c41cff-79d9-4c02-a11b-5f020052bd72 · outbound

This paper cites Bringing artificial intelligence to business management,.

The AI Shadow War: SaaS vs. Edge Computing Architectures Bringing artificial intelligence to business management,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.785669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c6df99e8-7f8b-4ef5-bf18-db8807abd0fd · outbound

This paper cites Regulatory frameworks for connected and autonomous vehicles: A systematic literature review and future research agenda,.

The AI Shadow War: SaaS vs. Edge Computing Architectures Regulatory frameworks for connected and autonomous vehicles: A systematic literature review and future research agenda,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.768910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e11adb90-13a2-428c-bca8-6ff800151cd9 · outbound

This paper cites Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity.

The AI Shadow War: SaaS vs. Edge Computing Architectures Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T19:04:58.175877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4e78816-6eef-4887-bd01-f13148835ae3 · outbound

This paper cites The energy consumption of large language models: A review,.

The AI Shadow War: SaaS vs. Edge Computing Architectures The energy consumption of large language models: A review,

Reference 14

Resolution: verified exact; raw_fallback, observed 2026-08-06T19:05:01.006348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 75ae8d2f-5b06-4bba-a1c2-757b5f1bd2e6 · outbound

This paper cites Data Breach Locations, Types, and Associated Characteristics Among US Hospitals,.

The AI Shadow War: SaaS vs. Edge Computing Architectures Data Breach Locations, Types, and Associated Characteristics Among US Hospitals,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.753609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 94f49c67-9e62-4830-af2a-5fae38527be3 · outbound

This paper cites December 2023 Healthcare Data Breach Report,.

The AI Shadow War: SaaS vs. Edge Computing Architectures December 2023 Healthcare Data Breach Report,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.738953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2de8f50f-803c-4e61-84c7-2bb34c06fdce · outbound

This paper cites AI and the Digital Divide: Challenges and Opportunities.

The AI Shadow War: SaaS vs. Edge Computing Architectures AI and the Digital Divide: Challenges and Opportunities

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.723218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 166f2c37-d09d-4300-8595-787cfc632ceb · outbound

This paper cites Adaptive Learning Systems: A Comprehensive Overview and Identification of Challenges.

The AI Shadow War: SaaS vs. Edge Computing Architectures Adaptive Learning Systems: A Comprehensive Overview and Identification of Challenges

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.708202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation fdefea08-0850-4f64-b680-76d8a07c0a5d · outbound

This paper cites Advancing Transformative Education: Generative AI as a Catalyst for Equity and Innovation.

The AI Shadow War: SaaS vs. Edge Computing Architectures Advancing Transformative Education: Generative AI as a Catalyst for Equity and Innovation

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-06T19:05:00.907784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 857b2dce-0316-46b2-b52e-6c81c65c98b3 · outbound

This paper cites Wearable AI to enhance pa- tient safety and clinical decision-making.

The AI Shadow War: SaaS vs. Edge Computing Architectures Wearable AI to enhance pa- tient safety and clinical decision-making

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.693177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation eb4b494e-d963-4141-afa6-ce78bd8df9a9 · outbound

This paper cites Edge AI Inference in Heterogeneous Constrained Computing: Feasibility and Opportunities.

The AI Shadow War: SaaS vs. Edge Computing Architectures Edge AI Inference in Heterogeneous Constrained Computing: Feasibility and Opportunities

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-06T19:05:00.881967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 809027ae-ce3f-4844-b6d4-0e054271f354 · outbound

This paper cites Edge Computing and its Application in Robotics: A Survey.

The AI Shadow War: SaaS vs. Edge Computing Architectures Edge Computing and its Application in Robotics: A Survey

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T19:04:59.389183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f59e7bd-74a3-4be1-ac3e-af5eff5ee79e · outbound

This paper cites Edge Computing for Real- Time Decision Making in Autonomous Driving: Review of Challenges, Solutions, and Future Trends.

The AI Shadow War: SaaS vs. Edge Computing Architectures Edge Computing for Real- Time Decision Making in Autonomous Driving: Review of Challenges, Solutions, and Future Trends

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.677514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 473fc462-cf33-46d7-aafe-2c3c6f7598d8 · outbound

This paper cites Trust in AI: progress, challenges, and future directions.

The AI Shadow War: SaaS vs. Edge Computing Architectures Trust in AI: progress, challenges, and future directions

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.661822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 110949ea-6840-4fa2-9cbf-0d2d074008f5 · outbound

This paper cites Standards for edge AI interoperability,.

The AI Shadow War: SaaS vs. Edge Computing Architectures Standards for edge AI interoperability,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.646648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f545dba9-f94f-4bdc-be9d-25c1a15f2195 · outbound

This paper cites HCA Healthcare Data Breach Impacts 11.27 Million Individuals,.

The AI Shadow War: SaaS vs. Edge Computing Architectures HCA Healthcare Data Breach Impacts 11.27 Million Individuals,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.630626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5069a993-1dc7-47ac-9305-220acf63e9d9 · outbound

This paper cites How to Stop Smart-Camera Hack- ers,.

The AI Shadow War: SaaS vs. Edge Computing Architectures How to Stop Smart-Camera Hack- ers,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.614146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 93abba25-4f54-4a05-8848-007d72490234 · outbound

This paper cites DeepSeek-R1,.

The AI Shadow War: SaaS vs. Edge Computing Architectures DeepSeek-R1,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.597557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a6577e47-028d-4c4e-9615-87a9248838dc · outbound

This paper cites Open-source AI models for edge deployment,.

The AI Shadow War: SaaS vs. Edge Computing Architectures Open-source AI models for edge deployment,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.579194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6c7ef3dd-3d54-4245-b5fb-c1be5fe1e80c · outbound

This paper cites 2024 State of Edge AI Report,.

The AI Shadow War: SaaS vs. Edge Computing Architectures 2024 State of Edge AI Report,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.560992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d7e678df-88fb-4fcf-b32b-0c6262d8379e · outbound

This paper cites Realizing the Full Potential of Edge AI with Con- nected Security,.

The AI Shadow War: SaaS vs. Edge Computing Architectures Realizing the Full Potential of Edge AI with Con- nected Security,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.539214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 036a9422-489e-4511-8a23-bf6646c8f35f · outbound

This paper cites 2024 SaaS Disruption Report: Security and Data,.

The AI Shadow War: SaaS vs. Edge Computing Architectures 2024 SaaS Disruption Report: Security and Data,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.518800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1d3d4d01-fc79-43cb-a6be-e7cea1339565 · outbound

This paper cites The State of SaaS Security Report 2025- 2026,.

The AI Shadow War: SaaS vs. Edge Computing Architectures The State of SaaS Security Report 2025- 2026,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.501245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 078fe194-b271-4384-8be7-c981cb94f653 · outbound

This paper cites 2024 Connected Consumer Survey: Increasing Consumer Privacy and Security Concerns,.

The AI Shadow War: SaaS vs. Edge Computing Architectures 2024 Connected Consumer Survey: Increasing Consumer Privacy and Security Concerns,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.482866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 68ec2656-6c11-47ed-b342-6624a3085b7c · outbound

This paper cites Sustainable AI Processing at the Edge,.

The AI Shadow War: SaaS vs. Edge Computing Architectures Sustainable AI Processing at the Edge,

Reference 35

Resolution: verified exact; raw_fallback, observed 2026-08-06T19:05:00.827475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 854f7f1b-1968-4d36-b1f7-60a71b48e683 · outbound

This paper cites Pricing,.

The AI Shadow War: SaaS vs. Edge Computing Architectures Pricing,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.461837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f70eb1ee-28e3-40b3-86f2-80e392162fa1 · outbound

This paper cites Electricity explained: Factors affecting electricity prices,.

The AI Shadow War: SaaS vs. Edge Computing Architectures Electricity explained: Factors affecting electricity prices,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.442179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5ba05bfa-5b8b-4779-be3d-f5934a0065c1 · outbound

This paper cites Available: https://www.deeplearningbook.org/.

The AI Shadow War: SaaS vs. Edge Computing Architectures Available: https://www.deeplearningbook.org/

Reference 2016

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.906791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 9095949c-480e-411b-93a4-a45ba1dd586f · outbound

This paper cites Available: https://papers.nips.cc/paper/ 7181-attention-is-all-you-need.pdf.

The AI Shadow War: SaaS vs. Edge Computing Architectures Available: https://papers.nips.cc/paper/ 7181-attention-is-all-you-need.pdf

Reference 2017

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:05:01.872726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.