Sionna: An Open-Source Library for Next-Generation Physical Layer Research | Paper Citation Record

Observation 9a8b0ad8-9039-4183-80b7-bfe94e4f3f71 · inbound

Active Sampling and Gaussian Reconstruction for Radio Frequency Radiance Field cites this paper.

Active Sampling and Gaussian Reconstruction for Radio Frequency Radiance Field Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 3

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

Ns3 meets Sionna: Using Realistic Channels in Network Simulation cites this paper.

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

Reference 11

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Observation 4ef20b47-12bb-43d5-90ce-422fb648cd6c · inbound

Large Language Model-Based Semantic Communication System for Image Transmission cites this paper.

Large Language Model-Based Semantic Communication System for Image Transmission Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 21

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Observation 2fa442de-6b0c-4889-95c9-b4984cd7f8f3 · inbound

Deep Multi-modal Neural Receiver for 6G Vehicular Communication cites this paper.

Deep Multi-modal Neural Receiver for 6G Vehicular Communication Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 14

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Observation 9e2c6d9f-1f48-4e04-bfc2-c9f621bd2e54 · inbound

5G LDPC Linear Transformer for Channel Decoding cites this paper.

5G LDPC Linear Transformer for Channel Decoding Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 11

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Observation 033c4dc7-5c04-4671-bca8-a937a4956dd9 · inbound

From DeepSense to Open RAN: AI/ML Advancements in Dynamic Spectrum Sensing and Their Applications cites this paper.

From DeepSense to Open RAN: AI/ML Advancements in Dynamic Spectrum Sensing and Their Applications Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-09T10:47:01.883988Z

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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

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Observation 3bb08544-cb87-4aa1-a147-f56e45bf3d2c · inbound

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach cites this paper.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:56.727330Z

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Observation 0bb83cdd-1e99-4bdf-86ad-24943a0b2ce5 · inbound

Bayesian Deep End-to-End Learning for MIMO-OFDM System with Delay-Domain Sparse Precoder cites this paper.

Bayesian Deep End-to-End Learning for MIMO-OFDM System with Delay-Domain Sparse Precoder Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-16T05:26:02.030247Z

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Observation f1108fd5-3f3f-4594-b830-7247b08b785a · inbound

Short Wins Long: Short Codes with Language Model Semantic Correction Outperform Long Codes cites this paper.

Short Wins Long: Short Codes with Language Model Semantic Correction Outperform Long Codes Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T22:00:18.968419Z

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Observation 6163a1bd-028b-40fc-ac28-c4b57fd42474 · inbound

Sensing-Assisted Channel Prediction in Complex Wireless Environments: An LLM-Based Approach cites this paper.

Sensing-Assisted Channel Prediction in Complex Wireless Environments: An LLM-Based Approach Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T21:42:22.498579Z

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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

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Observation 180af46d-ee3f-4acc-93ba-f73e2f82927e · inbound

Sionna Research Kit: A GPU-Accelerated Research Platform for AI-RAN cites this paper.

Sionna Research Kit: A GPU-Accelerated Research Platform for AI-RAN Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T20:17:23.718237Z

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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

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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

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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

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Observation de16a9b0-199b-4216-bc7b-a1201c2db71c · inbound

Multimodal Visual Image Based User Association and Beamforming Using Graph Neural Networks cites this paper.

Multimodal Visual Image Based User Association and Beamforming Using Graph Neural Networks Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T18:58:38.826673Z

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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

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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

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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

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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

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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

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Observation e5498554-d79b-4cf8-bf97-80b6d94589c3 · inbound

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins cites this paper.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T18:04:16.875231Z

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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

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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

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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

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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

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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

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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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+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

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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

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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

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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

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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

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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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+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

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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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+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

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 80462f4e-3e9f-4132-8889-cc5fb57b4f05 · inbound

Binding Biometrics with AI Agent Identifiers for Delegation of Authority cites this paper.

Binding Biometrics with AI Agent Identifiers for Delegation of Authority Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T14:48:07.855149Z

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.

Observation a18b4143-059b-4591-a6c7-27b849033e8e · inbound

Loss-Resilient Wireless Video Token Communication over Block Fading Channels cites this paper.

Loss-Resilient Wireless Video Token Communication over Block Fading Channels Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-14T04:32:31.222431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aac73e5d-2ee9-4af4-b3a1-bf282630ad0b · inbound

Multi-UAV Tracking Evaluation Using 5G Uplink Signals on an O-RAN ISAC Simulation Testbed cites this paper.

Multi-UAV Tracking Evaluation Using 5G Uplink Signals on an O-RAN ISAC Simulation Testbed Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T17:28:44.440758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83ea2784-d61f-4b80-a5d6-6747bfa2e250 · inbound

Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers cites this paper.

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T20:43:10.503945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers