Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T10:19:13.614259Z
Paper Citation Record · LEDGER
As of 16 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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T10:19:13.614259Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
15 of 15 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 2cbdbe19-7286-4966-b1c9-028e472c3579 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 01ab2e4b-10ae-47ed-9136-d9b55f38230c · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 225954ec-00eb-4d81-b7f1-5a6f67d6d263 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0fd471b5-94e9-4ed8-a492-90d288e3761f · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2fc87a8e-1a90-4dcc-82d1-954129726482 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7eb0ede6-f25a-4361-bcaf-61cae6498c1c · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 836c149a-981a-441e-9a38-3ca95d87b475 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation cd4a4367-97df-459d-8bf1-a2b345084172 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation fd275b29-b632-43cb-b413-e0e2882614b4 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation c6d21649-74a6-4856-901f-15b8c2445d85 · outbound
Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology Attention Is All You Need
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32d465a6-5235-4edc-ac6b-83eeb635bac2 · outbound
Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology A survey on vision transformer,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation cad862fb-8534-438c-83d9-e53bdc0f84ec · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3297226-d18c-47d4-9eca-d43fce722f3f · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation da534a1a-f937-43e6-bc99-dff2afb2a327 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e2a202c2-0313-446c-83f9-ddae1c16d7df · outbound
Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology Learning with language-guided state abstractions,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
No inbound Pith citation observations are available.