Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Sionna: An Open-Source Library for Next-Generation Physical Layer Research
As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 72 inbound Pith citation observations for arXiv:2203.11854.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-08T22:14:07.695447Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-10T12:27:04.167893Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation 52a162c0-aef8-448d-99a8-d15d6c04fb84 · inbound
Generative Diffusion Model-based Compression of MIMO CSI cites this paper.
Generative Diffusion Model-based Compression of MIMO CSI Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T22:14:07.695447Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64de86cc-f127-4f8d-aff3-00a8e008ed0c · inbound
Towards a Foundation Model for Communication Systems cites this paper.
Towards a Foundation Model for Communication Systems Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:36:57.811388Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75498ccb-26ce-4ab2-a974-8c21c836a155 · inbound
Neural Network-based Information-Theoretic Transceivers for High-Order Modulation Schemes cites this paper.
Neural Network-based Information-Theoretic Transceivers for High-Order Modulation Schemes Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:12:57.591943Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29b3a385-9afe-4f2c-a787-5a664ef9f75f · inbound
From Pixels to CSI: Distilling Latent Dynamics For Efficient Wireless Resource Management cites this paper.
From Pixels to CSI: Distilling Latent Dynamics For Efficient Wireless Resource Management Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T23:48:49.722618Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c06c59ed-35b2-408f-95dd-14f4803cba64 · inbound
Deep-OFDM: Neural Modulation for High Mobility cites this paper.
Deep-OFDM: Neural Modulation for High Mobility Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 25
- Resolution
- verified exact
- arxiv_id, observed 2026-05-19T07:52:09.763872Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 24bb4ac1-100e-4e4f-b736-2d9e883f4dbc · inbound
Differential Transformer-driven 6G Physical Layer for Collaborative Perception Enhancement cites this paper.
Differential Transformer-driven 6G Physical Layer for Collaborative Perception Enhancement Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T22:49:19.970014Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc265655-2e68-41be-a98d-6e8d0348adda · inbound
Learning-Based Hybrid Neural Receiver for 6G-V2X Communications cites this paper.
Learning-Based Hybrid Neural Receiver for 6G-V2X Communications Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T22:22:10.037169Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6debd23a-e9ce-4bf8-b873-53d52e51b794 · inbound
Simultaneous Localization and Mapping Using Active mmWave Sensing in 5G NR cites this paper.
Simultaneous Localization and Mapping Using Active mmWave Sensing in 5G NR Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:47:35.696226Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a969c18-b33b-4072-8ece-d8221b841814 · inbound
Learning-Aided Iterative Receiver for Superimposed Pilots: Design and Experimental Evaluation cites this paper.
Learning-Aided Iterative Receiver for Superimposed Pilots: Design and Experimental Evaluation Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:46:30.055437Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa9d37c2-a55e-4b91-a83e-39fcf2a1fd77 · inbound
Efficient and Distortion-less Spectrum Multiplexer via Neural Network-based Filter Banks cites this paper.
Efficient and Distortion-less Spectrum Multiplexer via Neural Network-based Filter Banks Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:06:45.764605Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51491381-416b-4133-b293-56e712d132f0 · inbound
Affine Invariant Semi-Blind Receiver: Joint Channel Estimation and High-Order Signal Detection for Multiuser Massive MIMO-OFDM Systems cites this paper.
Affine Invariant Semi-Blind Receiver: Joint Channel Estimation and High-Order Signal Detection for Multiuser Massive MIMO-OFDM Systems Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:42:53.136960Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05418052-243e-4a21-980d-681ff2bc7ff4 · inbound
WiFo-CF: Wireless Foundation Model for CSI Feedback cites this paper.
WiFo-CF: Wireless Foundation Model for CSI Feedback Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:05.641362Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8558c6ff-ae6c-4b0b-b190-c7e89a0c4a87 · inbound
Metaverse Framework for Wireless Systems Management cites this paper.
Metaverse Framework for Wireless Systems Management Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:53:07.314850Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9fc8d815-0c65-46b2-962c-3baa0bda1c21 · inbound
Industrial Viewpoints on RAN Technologies for 6G cites this paper.
Industrial Viewpoints on RAN Technologies for 6G Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 157
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T21:41:57.083438Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fcd79b84-cd82-4809-b8dd-0d63fb0ca6dc · inbound
EMind: A Foundation Model for Multi-task Electromagnetic Signals Understanding cites this paper.
EMind: A Foundation Model for Multi-task Electromagnetic Signals Understanding Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T16:18:16.480315Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e08703c4-ca9c-46a9-9bf7-f595c2b9c910 · inbound
Synthetic Counterfactual Labels for Efficient Conformal Counterfactual Inference cites this paper.
Synthetic Counterfactual Labels for Efficient Conformal Counterfactual Inference Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 37
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T19:11:47.386312Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2df496f8-a362-4fcb-8ce4-6cdfefd68688 · inbound
Interference Mitigation for OFDM-based Integrated Sensing and Communications with Arbitrary Modulation Formats cites this paper.
Interference Mitigation for OFDM-based Integrated Sensing and Communications with Arbitrary Modulation Formats Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T21:46:55.981530Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f0606d1c-0dd7-4bd8-b809-9c509403dc9c · inbound
Communicating Properties of Quantum States over Classical Noisy Channels cites this paper.
Communicating Properties of Quantum States over Classical Noisy Channels Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:35:01.464414Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be744f1d-7804-4c79-bc37-f63bac2fa6d7 · inbound
Environment-Aware Channel Inference via Cross-Modal Flow: From Multimodal Sensing to Wireless Channels cites this paper.
Environment-Aware Channel Inference via Cross-Modal Flow: From Multimodal Sensing to Wireless Channels Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:34:54.913418Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67a55ca6-43e8-486e-a0f5-ecac31112c9e · inbound
User-Centric Stream Sensing for Grant-Free Access: Deep Learning with Covariance Differencing cites this paper.
User-Centric Stream Sensing for Grant-Free Access: Deep Learning with Covariance Differencing Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T10:42:43.389436Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 809c6374-fe58-471a-886a-c52564103b13 · inbound
Fronthaul-Efficient Distributed Cooperative 3D Positioning with Quantized Latent CSI Embeddings cites this paper.
Fronthaul-Efficient Distributed Cooperative 3D Positioning with Quantized Latent CSI Embeddings Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T06:00:55.580985Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e33d25ac-0258-4a6d-9ad3-444bf48899df · inbound
Mechanism and Communication Co-Design for Differentially Private Energy Sharing cites this paper.
Mechanism and Communication Co-Design for Differentially Private Energy Sharing Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 32
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T17:18:01.472231Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0e67146f-be4a-470f-a4fe-d2432ee780fb · inbound
Measuring Robustness of Speech Recognition from MEG Signals Under Distribution Shift cites this paper.
Measuring Robustness of Speech Recognition from MEG Signals Under Distribution Shift Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T11:15:35.859365Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4de4e22-b26c-4eda-887a-7c2b64e201d2 · inbound
Telecom World Models: Unifying Digital Twins, Foundation Models, and Predictive Planning for 6G cites this paper.
Telecom World Models: Unifying Digital Twins, Foundation Models, and Predictive Planning for 6G Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 49
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T00:30:54.624922Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d848672a-0868-4946-8d22-21467859d6c4 · inbound
Equivariant Multi-agent Reinforcement Learning for Multimodal Vehicle-to-Infrastructure Systems cites this paper.
Equivariant Multi-agent Reinforcement Learning for Multimodal Vehicle-to-Infrastructure Systems Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 27
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T05:10:54.457383Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 96c5830d-81b3-4bb0-9443-542d53f809e3 · inbound
Diffusion Inpainting MIMO-OFDM Channels with Limited Noisy Observations cites this paper.
Diffusion Inpainting MIMO-OFDM Channels with Limited Noisy Observations Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 46
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:36:01.463647Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 845ec46e-4d45-4c9f-a66c-762e9e736b14 · inbound
Advancing Network Digital Twin Framework for Generating Realistic Datasets cites this paper.
Advancing Network Digital Twin Framework for Generating Realistic Datasets Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T14:15:29.277939Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 96aab3b1-26d1-4e7c-955a-4b98af52cfd8 · inbound
Joint Clustering and Prediction of the Quality of Service in Vehicular Cellular Networks cites this paper.
Joint Clustering and Prediction of the Quality of Service in Vehicular Cellular Networks Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 38
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T14:10:28.754002Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dcb5c5fa-ab48-4bf5-b8be-7bf454f27fd8 · inbound
The AI Telco Engineer: Toward Autonomous Discovery of Wireless Communications Algorithms cites this paper.
The AI Telco Engineer: Toward Autonomous Discovery of Wireless Communications Algorithms Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:16:02.422080Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e63e2bb6-8560-4fcf-81f9-4abbb1acbdde · inbound
Planar Gaussian Splatting with Bilinear Spatial Transformer for Wireless Radiance Field Reconstruction cites this paper.
Planar Gaussian Splatting with Bilinear Spatial Transformer for Wireless Radiance Field Reconstruction Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T09:13:30.803970Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3d4b47be-f3ff-4a04-bf22-917b00bc7cd3 · inbound
Diffusion-OAMP for Joint Image Compression and Wireless Transmission cites this paper.
Diffusion-OAMP for Joint Image Compression and Wireless Transmission Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T10:21:29.389628Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e7a83d1e-5e80-4bdc-81d1-92de2beb029c · inbound
Optimal Transmitter Placement in Realistic Urban Environments cites this paper.
Optimal Transmitter Placement in Realistic Urban Environments Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T10:11:27.958571Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 15d0c82f-e81a-4fef-9f7a-5b1967674d55 · inbound
Optimal Transmitter Placement in Realistic Urban Environments cites this paper.
Optimal Transmitter Placement in Realistic Urban Environments Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T22:16:56.708343Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ba7b597a-8d0f-428c-8c56-405ea40a4164 · inbound
Inductive Latent Context Persistence: Closing the Post-Handover Cold Start in 6G Radio Access Networks cites this paper.
Inductive Latent Context Persistence: Closing the Post-Handover Cold Start in 6G Radio Access Networks Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 28
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T16:06:28.535005Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation df6e2563-d5da-432a-b45a-d8854ae5a993 · inbound
Contextual Wireless Video Semantic Communication in MIMO-OFDM Systems cites this paper.
Contextual Wireless Video Semantic Communication in MIMO-OFDM Systems Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 10
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T16:36:08.800041Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7bb9c023-c379-4aad-a253-f1efcf534416 · inbound
Plan2Cleanse: Test-Time Backdoor Defense via Monte-Carlo Planning in Deep Reinforcement Learning cites this paper.
Plan2Cleanse: Test-Time Backdoor Defense via Monte-Carlo Planning in Deep Reinforcement Learning Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T02:11:15.648084Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d01544f5-bb82-4f2b-8fd0-97c01d2551ca · inbound
Active Sensing with Meta-Reinforcement Learning for Emitter Localization from RF Observations cites this paper.
Active Sensing with Meta-Reinforcement Learning for Emitter Localization from RF Observations Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-05-14T20:47:58.687291Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 25802a40-b0b8-47f1-9ced-cdcf1ea6c3b5 · inbound
Not All Symbols Are Equal: Importance-Aware Constellation Design for Semantic Communication cites this paper.
Not All Symbols Are Equal: Importance-Aware Constellation Design for Semantic Communication Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T20:55:03.784198Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2d66883f-20b5-4dd4-b39b-3302557b3b93 · inbound
Against the Monolithic Wireless World Model: Why NextG Needs Composable and Agentic Intelligence cites this paper.
Against the Monolithic Wireless World Model: Why NextG Needs Composable and Agentic Intelligence Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 80
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-19T21:07:46.995294Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d798f247-8eda-4328-aa77-64ad2f58d898 · inbound
Near-Field User Location Inference From Far-Field Power Measurements cites this paper.
Near-Field User Location Inference From Far-Field Power Measurements Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-05-22T07:41:15.236540Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8fb8754f-464c-4daf-bd5c-c49146da6c6a · inbound
Near-Field User Location Inference From Far-Field Power Measurements cites this paper.
Near-Field User Location Inference From Far-Field Power Measurements Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T16:44:55.930072Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 587d1e45-d168-4ac1-9461-151bac87c13d · inbound
Resilience Characterization of AI-Native Wireless Receivers via Persistent Homology cites this paper.
Resilience Characterization of AI-Native Wireless Receivers via Persistent Homology Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 27
- Resolution
- verified exact
- arxiv_id, observed 2026-05-25T03:00:15.924507Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5087d8d0-3c1f-4ba3-be68-eb04fe5054b9 · inbound
RxGS: Receiver-Generalizable 3D Gaussian Splatting for Radio-Frequency Data Synthesis cites this paper.
RxGS: Receiver-Generalizable 3D Gaussian Splatting for Radio-Frequency Data Synthesis Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 44
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T14:04:44.530100Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 84537193-3385-4828-97d6-42e491d5fd3b · inbound
When Does a Neural Receiver Help? Calibration-Drift Benchmarking and Detect-and-Rollback for 5G/6G NR cites this paper.
When Does a Neural Receiver Help? Calibration-Drift Benchmarking and Detect-and-Rollback for 5G/6G NR Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 1
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T00:04:06.025935Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3e6d282e-bc3d-43fe-bc74-51d8f4aeaddd · inbound
NF-TrackLLM: Joint Prediction of UAV Trajectory and Near-Field Beam for LAE XL-MIMO Systems cites this paper.
NF-TrackLLM: Joint Prediction of UAV Trajectory and Near-Field Beam for LAE XL-MIMO Systems Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-06-29T16:33:39.636750Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 226a438b-0e57-4399-8715-3d26701f869d · inbound
GENESIS: Harnessing AI Agents for Autonomous 6G RAN Synthesis, Research, and Testing cites this paper.
GENESIS: Harnessing AI Agents for Autonomous 6G RAN Synthesis, Research, and Testing Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 39
- Resolution
- verified exact
- arxiv_id, observed 2026-06-29T15:13:31.623926Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dcc8fee6-5ce9-4460-9cf1-b99a44476928 · inbound
Automated Heuristic Design for Network Operations cites this paper.
Automated Heuristic Design for Network Operations Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 11
- Resolution
- verified exact
- arxiv_id, observed 2026-06-29T09:53:17.558957Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dc8c7af4-12c6-4299-a93d-473a06f0fdfc · inbound
ARIADNE: AI-RAN Informed Link Adaptation in Digital Twin Network Environments cites this paper.
ARIADNE: AI-RAN Informed Link Adaptation in Digital Twin Network Environments Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T19:06:03.367122Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d9484667-d86d-4654-ba07-cb534c900d86 · inbound
Low-Overhead Receiver Design for Data-Dependent Superimposed Training via Deep Learning cites this paper.
Low-Overhead Receiver Design for Data-Dependent Superimposed Training via Deep Learning Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 38
- Resolution
- verified exact
- arxiv_id, observed 2026-06-29T00:42:56.559166Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b8368258-0328-4a3f-a134-826ff14d00bf · inbound
WiSER: A Wireless Scene Encoder for Geometry-Grounded Multi-View Wireless Prediction cites this paper.
WiSER: A Wireless Scene Encoder for Geometry-Grounded Multi-View Wireless Prediction Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T10:16:52.319946Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 07a3763a-087d-41f6-a523-63e8dde56ab8 · inbound
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments cites this paper.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T16:08:36.929538Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3642972a-1b78-4c94-ad79-3b84b6a7c187 · inbound
RadioRange: An Open-Source Digital Twin-based Ranging Simulator for UWB, Wi-Fi, and 5G cites this paper.
RadioRange: An Open-Source Digital Twin-based Ranging Simulator for UWB, Wi-Fi, and 5G Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T17:08:43.550264Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation eca451e7-b6ed-482a-b7cc-eeb5c0f3ce8e · inbound
CSI-CLIP++: A Scalable Channel Foundation Model for Wireless Communication via CIR-CSI Consistency cites this paper.
CSI-CLIP++: A Scalable Channel Foundation Model for Wireless Communication via CIR-CSI Consistency Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 59
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T20:30:08.628877Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f66ae6f1-cc4d-40d8-a2fb-781e5ac76105 · inbound
Multi-Modal Environment-Aware Beam Management for Massive MIMO: A Geometry-Driven Virtual Base Station Framework cites this paper.
Multi-Modal Environment-Aware Beam Management for Massive MIMO: A Geometry-Driven Virtual Base Station Framework Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 37
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T14:29:54.823882Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9a78d995-51d1-4aab-94cd-944fe7749201 · inbound
Towards a Joint Task-Oriented and Generative Semantic Communication Framework for 6G Networks cites this paper.
Towards a Joint Task-Oriented and Generative Semantic Communication Framework for 6G Networks Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 25
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T11:45:46.020326Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c9097b65-7ed7-409a-bf74-5e7de30e3725 · inbound
The S-ICDF Dataset: Sionna-Simulated Dynamic Interference Characterization and Direction Finding cites this paper.
The S-ICDF Dataset: Sionna-Simulated Dynamic Interference Characterization and Direction Finding Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T02:41:05.667048Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78cba471-7cdc-4e44-b194-67540e2a1501 · inbound
AI-RAN on NPUs: Baseband Processing Without Baseband Chips cites this paper.
AI-RAN on NPUs: Baseband Processing Without Baseband Chips Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-07-11T20:50:22.571016Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6aee0dad-d054-4353-8c2d-13ec208a2ac8 · inbound
Semantic Communications in the THz Band cites this paper.
Semantic Communications in the THz Band Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 31
- Resolution
- verified exact
- local_arxiv, observed 2026-07-09T10:46:11.652689Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d287f114-400c-43f1-8067-1b068a4c5029 · inbound
GenAI-Enhanced Digital Twins for Predictive Interference Management in Ultra-Dense Networks cites this paper.
GenAI-Enhanced Digital Twins for Predictive Interference Management in Ultra-Dense Networks Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 14
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T12:27:04.169411Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 300f63e3-0e47-4ac4-9d8f-1f97d2039b8a · inbound
Physics-Aware Conditional SetGAN for Spatially Consistent Multi-User TR 38.901 Channel Generation cites this paper.
Physics-Aware Conditional SetGAN for Spatially Consistent Multi-User TR 38.901 Channel Generation Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T05:39:47.587160Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ccf10c5-28d7-41ed-b555-5921bf8360d7 · inbound
CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models cites this paper.
CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:36:15.116088Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37822e29-fa5c-438f-a745-873d289b72d8 · inbound
On-board AI-based Channel Estimation for LEO NTNs cites this paper.
On-board AI-based Channel Estimation for LEO NTNs Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T00:07:50.687363Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7dc5071-e725-407d-aae1-42b8c21398ec · inbound
Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication cites this paper.
Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T09:06:59.334745Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c150e280-bbe6-4cd1-ad3c-8b45a405d576 · inbound
MAC-Gyver: Open, Programmable, Scheduling for AI-RAN 6G Systems cites this paper.
MAC-Gyver: Open, Programmable, Scheduling for AI-RAN 6G Systems Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T00:58:43.097202Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4fe1f165-0217-4d9c-aa4a-b1d893b4d9e2 · inbound
Calibrating the Digital Twin Channel: Statistics-Consistent Sim-to-Lab Adaptation for W-Band Industrial OFDM Links cites this paper.
Calibrating the Digital Twin Channel: Statistics-Consistent Sim-to-Lab Adaptation for W-Band Industrial OFDM Links Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T14:33:51.360907Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6faf45a9-0b58-4fd2-95a8-cd36525c9357 · inbound
Quantum LDPC codes with design rate 1/5 and good performance below 1000 physical qubits cites this paper.
Quantum LDPC codes with design rate 1/5 and good performance below 1000 physical qubits Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T04:15:50.418428Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a152047d-1120-4369-8817-ef41b29a10ca · inbound
Temporal Channel Estimation for Generalized CSI Feedback cites this paper.
Temporal Channel Estimation for Generalized CSI Feedback Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:13.678387Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1540ee8a-3f69-4730-9f52-27b41814e101 · inbound
CARNet: Channel-Adaptive Receiver Network for Robust NextG Communications cites this paper.
CARNet: Channel-Adaptive Receiver Network for Robust NextG Communications Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T13:15:24.388718Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52fb3bec-b942-432c-bb47-6c7e31d1b8c8 · inbound
A 6G Integrated Sensing and Communication Framework for Railway Intrusion Detection and Collision Prediction cites this paper.
A 6G Integrated Sensing and Communication Framework for Railway Intrusion Detection and Collision Prediction Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:27:21.164524Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8889c99-fafd-454d-b08a-a351b21488ec · inbound
MultiPathFormer: Towards a Foundation Model for Multipath Wireless Propagation cites this paper.
MultiPathFormer: Towards a Foundation Model for Multipath Wireless Propagation Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:58:26.825810Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84a7d8b5-b395-4cd3-92be-495edb770b1c · inbound
5G ISAC-Based UAV Detection and 3-D Tracking Using Uplink Sounding Reference Signals on an End-to-End O-RAN Simulation Testbed cites this paper.
5G ISAC-Based UAV Detection and 3-D Tracking Using Uplink Sounding Reference Signals on an End-to-End O-RAN Simulation Testbed Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T22:51:44.499329Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f15a864-58db-4111-9096-4e61cce67916 · inbound
Joint Access Point Selection and Precoder Design under Statistical CSI cites this paper.
Joint Access Point Selection and Precoder Design under Statistical CSI Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:29:45.136658Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.