Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T22:24:12.332236Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 1 inbound Pith citation observation for arXiv:2502.09194.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T22:24:12.332236Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T17:47:16.391195Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-15T17:47:17.151036Z
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 27350922-a5a0-4dab-b288-58603e91438a · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Understanding O-RAN: Architecture, Interfaces, Algorithms, Security, and Research Challenges,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3939ac7a-94e5-4efe-90b0-0bcf5c8a5778 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Empowering the 6G Cellular Ar- chitecture with Open RAN,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8c07c0ab-25cb-40dd-8637-7f03b79b3359 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Ar- tificial Neural Networks-Based Machine Learning for Wireless Networks: A Tutorial,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 936b7e83-86f3-4638-8f4a-7f9220653d92 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Generative adversarial nets,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 41f74de6-acda-4805-829d-19cf49bba004 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Goodfellow, Y
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a3525ba-3552-48b6-8269-3d4328e6c30e · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection O-RAN Towards 6G,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b2625127-7ccd-4df9-823b-1ef95db1c437 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Misconfiguration in O-RAN: Analysis of the impact of AI/ML,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 80d27758-75cb-4c06-9bbf-54fa6125b543 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Practical autoencoder based anomaly detection by using vector reconstruction error,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 105425d9-73ff-427c-ae53-4959ee597626 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Peeking Inside the Black-Box: A Survey on Explainable Artificial Intelligence (XAI),
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 15170a2e-ff0f-4d65-b671-5b2fa4591b01 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection A Vision of 6G Wireless Systems: Applications, Trends, Technologies, and Open Research Problems,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 32a02508-2aa4-42bf-bba5-7adc9de8fc27 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection The Mythos of Model Interpretability: In machine learning, the concept of interpretability is both important and slippery
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ad2064b4-7ad6-4fc4-b99c-9229af73d8f4 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection DARPA’s explainable AI (XAI) program: A retrospective,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation de04976e-b904-4606-b16b-a4a5f92e9e6c · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Explainable Artificial Intelligence for 6G: Improving Trust between Human and Machine,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f3f8f373-8f33-4f06-9856-fea90e0c9f0b · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection XAInomaly: Explainable, Inter- pretable and Trustworthy AI for xURLLC in 6G Open-RAN,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a45cb35b-d090-4255-9383-6b1c72e06d7f · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Toward native explainable and robust AI in 6G networks: Current state, challenges and road ahead,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e5f5bf0e-3bb4-41f2-a67a-ea7d98c37aaf · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Benchmarking of Anomaly Detection Techniques in O-RAN for Handover Optimization,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a5a76fc5-cfa4-4d9f-a0c5-ea54238945ef · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Machine Learning Applied to Anomaly Detection on 5G O-RAN Architecture,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 47127c62-6a87-4836-b71e-c2fa34110acb · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection EXPLORA: AI/ML EXPLainability for the Open RAN,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3bfa6752-b050-44bc-a8d1-267bfcab0e47 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Explainable and Robust Artificial Intelligence for Trustworthy Resource Management in 6G Networks,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 10c930b9-ff83-4d6e-926b-5707620c31c7 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Leveraging Explainable AI for Reducing Queries of Performance Indicators in Open RAN,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c356351c-682c-4165-9ca2-48ff412645ce · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Deep Autoencoder Design for RF Anomaly Detection in 5G O-RAN Near-RT RIC via xApps,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e0fb0bfc-5764-42c0-ae71-36fa9f6d0956 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection O-RAN Architecture Description,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f15e2211-76af-4936-9705-11cb462a611e · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection O-RAN Fronthaul Control, User and Synchronization Plane Specification,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2b8199c9-c4c9-423d-8ad6-5c6d7f78e5d1 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection O-RAN Use Cases and Requirements,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1bb4aede-a12b-484a-a896-ccc7e07362e4 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection O-RAN A1 interface: General Aspects and Princi- ples,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9d1248a2-e1c6-4936-baca-3fbc0d4ee182 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection O-RAN O1 Interface Specification,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a7033ef0-1cd5-4bc8-8d15-db2871719952 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection O-RAN SMO Intents-driven Management,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6b39ad7e-2e23-4000-963e-d9309da15055 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection O-RAN Near-RT RIC Architecture,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a367c8bc-6c9b-406d-8a03-7d400dc5bb87 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection PRISM: Pre-training RF Signals in Sparsity-aware Masked Autoencoders,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 64221099-6ab8-4201-aa76-9968f4aabc34 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection CVCA: A Complex- Valued Classifiable Autoencoder for MmWave Massive MIMO Physical Layer Authentication,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation eddc977e-1ccb-4a49-b359-c769a94d8dd6 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection CSI-GPT: Integrating Generative Pre-Trained Transformer With Federated-Tuning to Acquire Downlink Mas- sive MIMO Channels,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 60c6e25d-7429-4d50-851f-6359b7412e4f · outbound
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c7f9a34a-330a-4eee-a333-2432fc4313cf · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Reducing the Dimen- sionality of Data with Neural Networks,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7c07671e-c80f-4457-adbc-32653ddd9f56 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Contractive auto-encoders: explicit invariance during feature extraction,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation abc4816e-5243-44f3-8501-a53213bf1712 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Adam: A Method for Stochastic Optimization,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b768ea07-6d13-477d-8f9d-7b44d92df445 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Visualizing Data using t- SNE,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d3b34898-b11d-4c09-8c09-6ee3cf2232ce · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Regularising LSTM classifier by transfer learning for detecting misogynistic tweets with small training set,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5ade5e30-95c2-4795-be50-995aa8556cfb · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Scikit-learn: Machine Learning in Python,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5f8085ee-4cf9-402d-a393-0d2edbf351b3 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Multilayer feedfor- ward networks are universal approximators,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 153818d1-c11e-4be5-9c20-d0c6cc00883e · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Large-Scale Machine Learning with Stochastic Gra- dient Descent,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7ec3104c-7de2-4e4b-a4c2-580aec4eef72 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Deep Sparse Rectifier Neural Networks,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 11dd7894-4681-43de-a441-7d0be2bf6389 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection Anomaly Detection Using Autoencoders in High Performance Computing Systems,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9ed78f2e-54c9-4fc5-8ab5-31c65e0ca42c · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection A Semi-Supervised V AE Based Active Anomaly Detection Framework in Multivariate Time Series for Online Systems,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5dd74fc2-11e7-46ac-8652-e3c28bf9c689 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection A Unified Approach to Inter- preting Model Predictions,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fa9e1d06-af42-42cb-9dae-7a9e876b5116 · outbound
XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection FastSHAP: Real-Time Shapley Value Estimation,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 940be4da-b7a4-4a20-bcca-a81e61a72eb6 · inbound
Interpretable Anomaly-Based DDoS Detection in AI-RAN with XAI and LLMs XAInomaly: Explainable and Interpretable Deep Contractive Autoencoder for O-RAN Traffic Anomaly Detection
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.