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Paper Citation Record · LEDGER

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology

As of 20 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2508.00251.

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

pith.paper-citation-record.v1
2508.00251 v2

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T10:19:13.614259Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

15 of 15 outbound references displayed

  • verified exact4
  • verified fuzzy6
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2cbdbe19-7286-4966-b1c9-028e472c3579 · outbound

This paper cites Toward real- ization of low-altitude economy networks: Core architecture, integrated technologies, and future directions,.

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology Toward real- ization of low-altitude economy networks: Core architecture, integrated technologies, and future directions,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:19:17.112408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T10:19:11.507112Z digest=sha256:5c57e4674eadb98fcebad66fb2d55bec1ac428dc28624da73435ef87edd25957

Observation 01ab2e4b-10ae-47ed-9136-d9b55f38230c · outbound

This paper cites Secure physical layer communications for low-altitude economy networking: A survey,.

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology Secure physical layer communications for low-altitude economy networking: A survey,

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T10:19:11.644434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:19:11.644434Z digest=sha256:7e7d09a770fda5b282ff4254781a2da49b9377cb7fd4baf0fa158f9d97b9933d

Observation 225954ec-00eb-4d81-b7f1-5a6f67d6d263 · outbound

This paper cites From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications.

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T10:19:11.780848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:19:11.780848Z digest=sha256:34f2d71ab2450c4d9d8ce6078d97bf892b2438f6f241fb39d8f129d53f6ba885

Observation 0fd471b5-94e9-4ed8-a492-90d288e3761f · outbound

This paper cites WirelessGPT: A Generative Pre-trained Multi-task Learning Framework for Wireless Communication.

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology WirelessGPT: A Generative Pre-trained Multi-task Learning Framework for Wireless Communication

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-08-06T10:19:14.959476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T10:19:11.968622Z digest=sha256:7e269fa748f0f31781075f3d73c3ff10da97dd01ad67e17359903bc085dbdaf7

Observation 2fc87a8e-1a90-4dcc-82d1-954129726482 · outbound

This paper cites Terahertz integrated sensing and communication-empowered UA Vs in 6G: A transceiver design perspective,.

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology Terahertz integrated sensing and communication-empowered UA Vs in 6G: A transceiver design perspective,

Reference 5

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T10:19:15.355844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T10:19:12.092662Z digest=sha256:c36251f342f4374ea17a1bf64c980243257e0336795cbb645d68dcfefc825aa8

Observation 7eb0ede6-f25a-4361-bcaf-61cae6498c1c · outbound

This paper cites Deep learning-driven throughput maximization in covert communication for UA V-RIS cognitive systems,.

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology Deep learning-driven throughput maximization in covert communication for UA V-RIS cognitive systems,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:19:16.853005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T10:19:12.259273Z digest=sha256:d49a8b4fa8fde844b4004643176e7b8a641562b625eb0ea068977cd5ba0f90e8

Observation 836c149a-981a-441e-9a38-3ca95d87b475 · outbound

This paper cites UA V-assisted wireless-powered secure communications: Integration of optimization and deep learning,.

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology UA V-assisted wireless-powered secure communications: Integration of optimization and deep learning,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:19:16.595766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T10:19:12.411772Z digest=sha256:a50b809ca4f50257ffe4f78944c28c7a1cc0a9414d075b4074623fbd249171b5

Observation cd4a4367-97df-459d-8bf1-a2b345084172 · outbound

This paper cites Security-aware joint sensing, communication, and comput- ing optimization in low altitude wireless networks,.

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology Security-aware joint sensing, communication, and comput- ing optimization in low altitude wireless networks,

Reference 8

Resolution
verified exact
doi, observed 2026-08-06T10:19:14.666048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T10:19:12.564279Z digest=sha256:8d30fa8907c73b75fba6bc8da03a851925a60b5a59f25bd034c52d5a5f0b798f

Observation fd275b29-b632-43cb-b413-e0e2882614b4 · outbound

This paper cites Stackelberg game-driven defense for ISAC against channel attacks in low-altitude networks,.

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology Stackelberg game-driven defense for ISAC against channel attacks in low-altitude networks,

Reference 9

Resolution
verified exact
doi, observed 2026-08-06T10:19:14.304492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T10:19:12.716677Z digest=sha256:4409c0e5b84809b85b67561ee31d198b02da0e7f86fa948649fa8f343532a68e

Observation c6d21649-74a6-4856-901f-15b8c2445d85 · outbound

This paper cites Attention Is All You Need.

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology Attention Is All You Need

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T10:19:12.845515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:19:12.845515Z digest=sha256:933535c692506ff207fdd1e5e630b464c9802035317160f39fcd39b5c7206a5b

Observation 32d465a6-5235-4edc-ac6b-83eeb635bac2 · outbound

This paper cites A survey on vision transformer,.

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology A survey on vision transformer,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:19:16.308249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T10:19:12.984409Z digest=sha256:ec0aa66a1aabf8bb9e740a2ba263fe6f330020a311c14a397f9063b15b9a09a4

Observation cad862fb-8534-438c-83d9-e53bdc0f84ec · outbound

This paper cites Wireless large AI model: shaping the AI-empowered future of 6G and beyond.

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology Wireless large AI model: shaping the AI-empowered future of 6G and beyond

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T10:19:13.114088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:19:13.114088Z digest=sha256:6f4c3fd1b316c1d84e95bb90e618fbfee286ebecce044275d32ebf8a13ce4d75

Observation d3297226-d18c-47d4-9eca-d43fce722f3f · outbound

This paper cites Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models.

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-08-06T10:19:13.863139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T10:19:13.323929Z digest=sha256:8042d75f3555e91dd94134cf833bbb8404150245f51247508d077a1fecc8ea03

Observation da534a1a-f937-43e6-bc99-dff2afb2a327 · outbound

This paper cites Fedllmguard: A federated large language model for anomaly detection in 5g networks,.

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology Fedllmguard: A federated large language model for anomaly detection in 5g networks,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:19:15.999170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T10:19:13.472313Z digest=sha256:41ae5d3fae9729045223b473edff33cbae8835d624c41f90cab38e7d6effe670

Observation e2a202c2-0313-446c-83f9-ddae1c16d7df · outbound

This paper cites Learning with language-guided state abstractions,.

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology Learning with language-guided state abstractions,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:19:15.696101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T10:19:13.614259Z digest=sha256:f1a5a0874055d1b1fd6c989fdcbb9005416d1895d8a3a7e0dbc03e607f84a64d

Pith citing papers

No inbound Pith citation observations are available.