Paper Citation Record · LEDGER

Distributed Cooperative Positioning in Dense Wireless Networks: A Neural Network Enhanced Fast Convergent Parametric Message Passing Method

As of 23 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2412.16996.

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

pith.paper-citation-record.v1
2412.16996 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:59:57.971329Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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 exact0
verified fuzzy15
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9aed2d88-bd41-475d-82d4-4be767f4bdac · outbound

This paper cites Cooperative locali zation in wireless networks,.

Distributed Cooperative Positioning in Dense Wireless Networks: A Neural Network Enhanced Fast Convergent Parametric Message Passing Method Cooperative locali zation in wireless networks,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:59:58.171555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 427d1038-9f75-4b70-9222-d05c3b7fe615 · outbound

This paper cites Space-time hie rarchical- graph based cooperative localization in wireless sensor ne tworks,.

Distributed Cooperative Positioning in Dense Wireless Networks: A Neural Network Enhanced Fast Convergent Parametric Message Passing Method Space-time hie rarchical- graph based cooperative localization in wireless sensor ne tworks,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:59:58.160037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fd6b1ddd-bbd7-4a55-ad9f-c3e08a4a696a · outbound

This paper cites Distribut ed spatio- temporal information based cooperative 3D positioning in G NSS-denied environments,.

Distributed Cooperative Positioning in Dense Wireless Networks: A Neural Network Enhanced Fast Convergent Parametric Message Passing Method Distribut ed spatio- temporal information based cooperative 3D positioning in G NSS-denied environments,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:59:58.148411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6574f6ae-0462-4d55-931f-955479f8a0d0 · outbound

This paper cites Geo-spatio-temporal infor mation based 3D cooperative positioning in LOS/NLOS mixed environments ,.

Distributed Cooperative Positioning in Dense Wireless Networks: A Neural Network Enhanced Fast Convergent Parametric Message Passing Method Geo-spatio-temporal infor mation based 3D cooperative positioning in LOS/NLOS mixed environments ,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:59:58.138037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d97435e8-dc8c-4911-a341-3c809286cf50 · outbound

This paper cites Correctness of belief propagat ion in gaussian graphical models of arbitrary topology,.

Distributed Cooperative Positioning in Dense Wireless Networks: A Neural Network Enhanced Fast Convergent Parametric Message Passing Method Correctness of belief propagat ion in gaussian graphical models of arbitrary topology,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:59:58.125765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d8200987-48a6-4a4f-82ef-723389fa593a · outbound

This paper cites Neural enhanced belief pr opagation on factor graphs,.

Distributed Cooperative Positioning in Dense Wireless Networks: A Neural Network Enhanced Fast Convergent Parametric Message Passing Method Neural enhanced belief pr opagation on factor graphs,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:59:58.113993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6a9b4bea-3a91-4787-b6d0-80a6b6c1022d · outbound

This paper cites A comparison of parametric and sample-based message repre sentation in cooperative localization,.

Distributed Cooperative Positioning in Dense Wireless Networks: A Neural Network Enhanced Fast Convergent Parametric Message Passing Method A comparison of parametric and sample-based message repre sentation in cooperative localization,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:59:58.102615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 030113fa-21b4-4d75-91d1-7a18039637e9 · outbound

This paper cites Neural enhanced belief propagati on for cooper- ative localization,.

Distributed Cooperative Positioning in Dense Wireless Networks: A Neural Network Enhanced Fast Convergent Parametric Message Passing Method Neural enhanced belief propagati on for cooper- ative localization,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:59:58.090506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 93094807-554a-402c-bc58-7c61bbf9bc0b · outbound

This paper cites Distributed c ooperative localization based on Gaussian message passing on factor gr aph in wireless networks,.

Distributed Cooperative Positioning in Dense Wireless Networks: A Neural Network Enhanced Fast Convergent Parametric Message Passing Method Distributed c ooperative localization based on Gaussian message passing on factor gr aph in wireless networks,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:59:58.078740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7da52871-ecf1-45fb-b2cc-c805595beae3 · outbound

This paper cites Cooperative positio ning for sparsely distributed high-mobility wireless networks wit h EKF based spatio-temporal data fusion,.

Distributed Cooperative Positioning in Dense Wireless Networks: A Neural Network Enhanced Fast Convergent Parametric Message Passing Method Cooperative positio ning for sparsely distributed high-mobility wireless networks wit h EKF based spatio-temporal data fusion,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:59:58.065731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 69b833dc-c68b-4ec1-8ca9-6b19038ec630 · outbound

This paper cites Belief propa gation for networks with loops,.

Distributed Cooperative Positioning in Dense Wireless Networks: A Neural Network Enhanced Fast Convergent Parametric Message Passing Method Belief propa gation for networks with loops,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:59:58.052325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a15647ee-1994-46dc-bfd5-8252173a79a5 · outbound

This paper cites Message passing on netw orks with loops,.

Distributed Cooperative Positioning in Dense Wireless Networks: A Neural Network Enhanced Fast Convergent Parametric Message Passing Method Message passing on netw orks with loops,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:59:58.040605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 26974f32-f968-4d3c-a412-2c894d052712 · outbound

This paper cites Neural message passing for quantum chemistry,.

Distributed Cooperative Positioning in Dense Wireless Networks: A Neural Network Enhanced Fast Convergent Parametric Message Passing Method Neural message passing for quantum chemistry,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:59:58.028303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e8b69b76-77e4-4359-aa23-fed3628e9937 · outbound

This paper cites Message passing neural network versus message passing algorithm for cooperative p ositioning,.

Distributed Cooperative Positioning in Dense Wireless Networks: A Neural Network Enhanced Fast Convergent Parametric Message Passing Method Message passing neural network versus message passing algorithm for cooperative p ositioning,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:59:58.016361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6dc9bafe-2794-4547-acc7-28598f800b34 · outbound

This paper cites Convergence analysis of Gaussian be lief propagation under high-order factorization and asynchronous scheduli ng,.

Distributed Cooperative Positioning in Dense Wireless Networks: A Neural Network Enhanced Fast Convergent Parametric Message Passing Method Convergence analysis of Gaussian be lief propagation under high-order factorization and asynchronous scheduli ng,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:59:58.002989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

No inbound Pith citation observations are available.