Paper Citation Record · LEDGER

Ns3 meets Sionna: Using Realistic Channels in Network Simulation

As of 15 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 4 inbound Pith citation observations for arXiv:2412.20524.

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

pith.paper-citation-record.v1
2412.20524 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:22:20.747559Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:42:33.312713Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-22T14:44:55.262516Z

Reference resolution

18 of 18 outbound references displayed

verified exact1
verified fuzzy11
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 67b759a0-d23b-482f-bfbf-2f7c1c38e067 · outbound

This paper cites A performance compar- ison of recent network simulators,.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation A performance compar- ison of recent network simulators,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:22:20.968042Z

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 8d6b7765-36ce-46d3-8379-464cc9bbeb97 · outbound

This paper cites Toward the Simulation of WiFi Fine Time Measurements in NS3 Network Simulator,.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation Toward the Simulation of WiFi Fine Time Measurements in NS3 Network Simulator,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:22:20.957493Z

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 de192b5d-d037-473c-a9e8-c26ec18d2b44 · outbound

This paper cites Toward realistic WiFi simulation with smartphone.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation Toward realistic WiFi simulation with smartphone

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:22:20.945517Z

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 652d0baf-c78b-4722-a2d4-c38032833989 · outbound

This paper cites High-Accuracy Physical Layer Model for Wireless Network Simulations in NS-2,.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation High-Accuracy Physical Layer Model for Wireless Network Simulations in NS-2,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:22:20.933706Z

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 3bbd4e84-9fa9-4a1d-9d53-674d8b9eb8bb · outbound

This paper cites Usage of Network Simulators in Machine-Learning-Assisted 5G/6G Networks,.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation Usage of Network Simulators in Machine-Learning-Assisted 5G/6G Networks,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:22:20.923126Z

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 7cfc31f2-2a87-4440-846f-a66168e3976c · outbound

This paper cites Ray-Tracing-Assisted Fingerprinting Based on Channel Impulse Response Measurement for Indoor Positioning,.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation Ray-Tracing-Assisted Fingerprinting Based on Channel Impulse Response Measurement for Indoor Positioning,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:22:20.911587Z

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 49faaf24-710e-4073-9f6a-d94466203d91 · outbound

This paper cites Ray Tracing for Radio Propagation Modeling: Principles and Applications,.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation Ray Tracing for Radio Propagation Modeling: Principles and Applications,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:22:20.900375Z

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 917680d5-9fb3-4c66-8a8a-8b1152da1760 · outbound

This paper cites Learning Radio Environments by Differentiable Ray Tracing.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation Learning Radio Environments by Differentiable Ray Tracing

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-10T23:22:20.802406Z

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 8827ec35-cc86-450c-9a4d-e7f926f6901c · outbound

This paper cites Sionna RT: Differentiable Ray Tracing for Radio Propagation Modeling.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation Sionna RT: Differentiable Ray Tracing for Radio Propagation Modeling

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T23:22:20.714391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e73f49c-9fec-4a33-b259-73f1c01012fa · outbound

This paper cites Ray-Tracing-Based mm-Wave Beamforming Assessment,.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation Ray-Tracing-Based mm-Wave Beamforming Assessment,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:22:20.889424Z

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 7fbeb70d-414a-4f3f-827f-18dc647095a0 · outbound

This paper cites Sionna: An Open-Source Library for Next-Generation Physical Layer Research.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T23:22:20.722325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8162a429-e9d0-4ec4-87f1-c40b0fabd488 · outbound

This paper cites From RSSI to CSI: Indoor localization via channel response,.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation From RSSI to CSI: Indoor localization via channel response,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:22:20.877614Z

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 805dbf51-2405-4848-8132-c5ab6707d5e3 · outbound

This paper cites an unresolved cited work.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:22:20.866447Z

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 dc5645d3-df26-4469-aac2-35b1cb2404a2 · outbound

This paper cites Tse and P.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation Tse and P

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T23:22:20.733940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8e67d62-03ee-494e-874c-60e6666c90d2 · outbound

This paper cites an unresolved cited work.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:22:20.847733Z

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 45499325-a902-4dca-8572-d4d6b8bc8bb9 · outbound

This paper cites FlyNetSim: An Open Source Synchronized UA V Network Simulator based on ns-3 and Ardupilot,.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation FlyNetSim: An Open Source Synchronized UA V Network Simulator based on ns-3 and Ardupilot,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:22:20.837116Z

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 0c9c6c5d-2af7-45a0-9e27-40155bc003e2 · outbound

This paper cites an unresolved cited work.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:22:20.825310Z

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 23800697-162e-43be-b06d-1d2007b2f32e · outbound

This paper cites A Hybrid Machine Learning-Based Model for Indoor Propagation,.

Ns3 meets Sionna: Using Realistic Channels in Network Simulation A Hybrid Machine Learning-Based Model for Indoor Propagation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:22:20.814568Z

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.

Pith citing papers

Observation 3ab3a51a-f03f-4b9b-947f-9e45ef2bf8e5 · inbound

VaN3Twin: the Multi-Technology V2X Digital Twin with Ray-Tracing in the Loop cites this paper.

VaN3Twin: the Multi-Technology V2X Digital Twin with Ray-Tracing in the Loop Ns3 meets Sionna: Using Realistic Channels in Network Simulation

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-22T14:44:55.265225Z

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 6ca11ed1-6e91-47d5-b35a-f340ab8611ac · inbound

VaN3Twin: the Multi-Technology V2X Digital Twin with Ray-Tracing in the Loop cites this paper.

VaN3Twin: the Multi-Technology V2X Digital Twin with Ray-Tracing in the Loop Ns3 meets Sionna: Using Realistic Channels in Network Simulation

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:33.312713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 435ab768-102d-4d3d-a317-137d737da233 · inbound

Enabling Site-Specific Cellular Network Simulation Through Ray-Tracing-Driven ns-3 cites this paper.

Enabling Site-Specific Cellular Network Simulation Through Ray-Tracing-Driven ns-3 Ns3 meets Sionna: Using Realistic Channels in Network Simulation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T01:05:27.666791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c0eed25-a84d-4a1f-ba98-bd0478360d6e · inbound

Predicting Networks Before They Happen: Experimentation on a Real-Time V2X Digital Twin cites this paper.

Predicting Networks Before They Happen: Experimentation on a Real-Time V2X Digital Twin Ns3 meets Sionna: Using Realistic Channels in Network Simulation

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-16T12:17:52.120878Z

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.