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| | Preview | Author(s) | Title | Type | Issue Date |
| 1 | | Iglesias, Félix ; Zseby, Tanja ; Martínez, Conrado ; Zimek, Arthur | On Heterogeneous Ensembles for Anomaly Detection: Empirical Insights and Guidelines for the Design | Article Artikel  | 29-Jun-2026 |
| 2 | | Frankenberg, Robert ; Kail, Georg ; Mecklenbräuker, Christoph | Sidelobe Suppression for Cyclic Prefix OFDM with Time Domain Extended Active Interference Cancellation | Inproceedings Konferenzbeitrag | 17-Jun-2026 |
| 3 | | Wirth, Maximilian ; Ortiz Jimenez, Andrea Patricia ; Klein, Anja | Risk-Aware Learning for Digital Twin Placement in Non-Stationary Hierarchical Edge Computing | Inproceedings Konferenzbeitrag | 16-Jun-2026 |
| 4 |  | Reingruber, Philipp ; Matz, Gerald | Nonstationary Graph Filters Based on Localized Frames | Presentation Vortrag   | 9-Jun-2026 |
| 5 | | Iglesias Vazquez, Felix | Machine Learning Supporting Science: Representative Examples in Evolving Systems | Presentation Vortrag | 10-Mar-2026 |
| 6 | | Iglesias Vazquez, Félix ; Ros, Frédéric ; Hoang, Lynh Vy Thuy ; Gourcy, Laurence ; Moquet, Jean-Sébastien ; Daële, Véronique ; Dupraz, Sébastien | A conceptual architecture for AI-assisted Digital Twins in natural resource management | Article Artikel | Mar-2026 |
| 7 | | Schwarz, Stefan ; Lu, Kaifeng ; Rupp, Markus | Signal Alignment for Independently Distributed Precoding in CoMP and Cell-Free MIMO | Inproceedings Konferenzbeitrag | 29-Jan-2026 |
| 8 |  | Radovic, Danilo | Vehicular connectivity based on millimeter wave orthogonal time frequency space modulation | Thesis Hochschulschrift | 2026 |
| 9 |  | Prüller, Richard | A circuit-theoretic and graph-based wireless channel model | Thesis Hochschulschrift | 2026 |
| 10 |  | Pasic, Faruk | Millimeter-wave communications using Sub-6 GHz out-of-band information | Thesis Hochschulschrift | 2026 |
| 11 |  | Illes, Isabella | Evaluating intrusion detection benchmark datasets via post-analysis of learned attack profiles | Thesis Hochschulschrift | 2026 |
| 12 |  | Schartmüller, Fabio | Adaptive Hilbert space approximations for mixtures of Gaussian processes | Thesis Hochschulschrift | 2026 |
| 13 |  | De Sombre, Wanja ; Asadi, Arash ; Bhattacherjee, Debopam ; Vasisht, Deepak ; Ortiz, Andrea | SKYLINK: Scalable and Resilient Link Management in LEO Satellite Networks | Article Artikel | 2026 |
| 14 | | Zavorka, Radek ; Blumenstein, Jiri ; Mikulasek, Tomas ; Vychodyl, Josef ; Hammoud, Hussein ; Wojtun, Jaroslav ; Chandra, Aniruddha ; Hofer, Markus ; Kelner, Jan M. ; Ziolkowski, Cezary ; Mecklenbräuker, Christoph ; Prokeš, Aleš | Vehicle-to-Vehicle Millimeter-Wave Channel Characterization at 60 and 80 GHz | Inproceedings Konferenzbeitrag | 2026 |
| 15 |  | Blagojevic, Adam | Zero-day IoT botnet detection with unsupervised learning | Thesis Hochschulschrift | 2026 |
| 16 |  | Schwarzinger, Philip | Benchmarking and extension of deep-learning-based signal-strength prediction models for cellular networks | Thesis Hochschulschrift | 2026 |
| 17 |  | Vystaukin, Denis | A controlled virtual environment for high-quality, realistic, and accurately labeled data generation in network security | Thesis Hochschulschrift | 2026 |
| 18 | | De Sombre, Wanja ; Tomova, Monika ; Galinski, Marek ; Klein, Anja ; Ortiz Jimenez, Andrea Patricia | Deep Sleep Scheduling for Satellite IoT via Simulation-Based Optimization | Article Artikel | 2026 |
| 19 | | Dongare, Sumedh J. ; Weber, Patrick ; Ortiz Jimenez, Andrea Patricia ; Saad, Walid ; Hinz, Oliver ; Klein, Anja | Federated Reinforcement Learning for Efficient Mobile Crowdsensing Under Incomplete Information | Article Artikel | 2026 |
| 20 | | Kropfreiter, Thomas ; Williams, Jason L. ; Meyer, Florian | Association-Based Track-Before-Detect With Object Contribution Probabilities | Article Artikel | 2026 |
| 21 | | Kropfreiter, Thomas ; Hlawatsch, Franz | Probabilistic object and label association algorithms for distributed multiobject tracking | Article Artikel | 2026 |
| 22 | | Wiedner, Wilfried ; Tran, Viet Dung Thomas ; Eller, Lukas ; Svoboda, Philipp ; Rupp, Markus | Accurate Radio Map Estimation from Sparse Measurements with U-Nets | Inproceedings Konferenzbeitrag | 2026 |
| 23 |  | Brenner, Bernhard | Machine Learning-based Anomaly Detection in Industrial Control System Networks | Thesis Hochschulschrift | 2026 |
| 24 |  | Marchat, Victor | Detection of Botnet Command-and-Control Communication Using Long Short-Term Memory Networks | Thesis Hochschulschrift | 2026 |
| 25 |  | Zejnilagic, Dervisa | Protocol and Computing Aspects of Channel Knowledge Map-aided 6G Networks | Thesis Hochschulschrift | 2026 |
| 26 |  | Mecklenbräuker, Christoph F. ; Gerstoft, Peter ; Rotter, Stefan ; Pedersen, Troels | Perturbation-Resistant Transmit Beamforming | Inproceedings Konferenzbeitrag | 2026 |
| 27 | | Jovovic, Aleksandar ; de Sombre, Wanja ; Ortiz Jimenez, Andrea Patricia | UCB-VG: Virtual-Grid-Based Decentralized Learning for Link Management in LEO Networks | Inproceedings Konferenzbeitrag | 2026 |
| 28 |  | Krainz, Gerfried | MIMO Channel Sounding in FR1: Real-Time Passive SDR Processing of LTE Reference Beacons | Thesis Hochschulschrift | 2026 |
| 29 | | Mussbah, Mariam ; Svoboda, Philipp ; Rupp, Markus | Statistical Analysis of Beam Dynamics in 5G Networks Using Drive-Test Measurements | Inproceedings Konferenzbeitrag | 23-Dec-2025 |
| 30 | | Pasic, Faruk ; Mussbah, Mariam ; Schwarz, Stefan ; Rupp, Markus ; Tufvesson, Fredrik ; Mecklenbräuker, Christoph F. | Performance Analysis of Digital Beamforming mmWave MIMO with Low-Resolution DACs/ADCs | Inproceedings Konferenzbeitrag | 23-Dec-2025 |
| 31 | | Tripkovic, Sonja ; Svoboda, Philipp ; Rupp, Markus | Rail Twin: Scalable Estimation of Train Cabin RF Attenuation Using Crowdsourced Measurements | Inproceedings Konferenzbeitrag | 11-Dec-2025 |
| 32 |  | Schwarz, Stefan ; Mendoza, Charmae F. ; Zan, Martin ; Rupp, Markus ; Kaneko, Megumi | Multi-Agent Deep Reinforcement Learning for Mobile Wireless Systems: From Distributed Power Allocation to Auction-Based RIS Access | Presentation Vortrag | 4-Dec-2025 |
| 33 | | Dorazil, Jan ; Hlawatsch, Franz ; Fleury, Bernard ; Burget, Radim | Fast Bayesian Estimation Using Location-Type Variational Representations | Inproceedings Konferenzbeitrag | 17-Nov-2025 |
| 34 | | Möderl, Jakob ; Leitinger, Erik ; Fleury, Bernard | General Pruning Criteria for Fast SBL | Article Artikel | 12-Nov-2025 |
| 35 | | Pasic, Faruk ; Hofer, Markus ; Mussbah, Mariam ; Sangodoyin, Seun ; Caban, Sebastian ; Schwarz, Stefan ; Zemen, Thomas ; Rupp, Markus ; Molisch, Andreas F. ; Mecklenbräuker, Christoph F. | Millimeter Wave MIMO Channel Estimation using sub-6 GHz Out-of-Band Information | Article Artikel | Nov-2025 |
| 36 | | Lu, Kaifeng ; Schwarz, Stefan ; Rupp, Markus | On the Role of Channel Gain Weighting for Fairness in Cell-Free MIMO | Inproceedings Konferenzbeitrag | 24-Oct-2025 |
| 37 | | Mecklenbräuker, Christoph ; Gerstoft, Peter ; Rotter, Stefan ; Pedersen, Troels | Frequency-stable beamforming over wireless MIMO channels | Inproceedings Konferenzbeitrag | 24-Oct-2025 |
| 38 | | Fastenbauer, Agnes ; Bokor, Alexander ; Rupp, Markus ; Svoboda, Philipp | Numerology Interference in Networks | Inproceedings Konferenzbeitrag | 15-Oct-2025 |
| 39 | | Duan, Hongyu - 0009-0004-3168-0800 ; Jiang, Chuangxin ; He, Danping ; Liu, Junchen ; Zhang, Yujun . 0000-0002-8126-2621 ; Ting, Liu ; An, Hao ; Guan, Ke | Mono-Static Background Channel Modeling for UAV Applications in Urban Macrocell Scenario | Inproceedings Konferenzbeitrag | 15-Oct-2025 |
| 40 |  | Schwarzinger, Philip ; Wiedner, Wilfried ; Mussbah, Mariam ; Eller, Lukas ; Svoboda, Philipp | Comparison of AI-based Signal-Strength Prediction Models on the Vienna Drive-Test Dataset | Presentation Vortrag | 1-Oct-2025 |
| 41 | | Iglesias Vazquez, Félix ; Zseby, Tanja ; Zimek, Arthur | Interpreting and Unifying Anomaly Scores with Antagonistic Fuzzy Sets | Inproceedings Konferenzbeitrag | Oct-2025 |
| 42 | | Park, Yongsung ; Kropfreiter, Thomas ; Meyer, Florian ; Gerstoft, Peter | Single-hydrophone Bayesian matched-field geoacoustic inversion | Article Artikel | Oct-2025 |
| 43 | | Iglesias Vazquez, Felix | Machine Learning for Complex, Time-Dependent Applications: Representative Cases | Presentation Vortrag | Oct-2025 |
| 44 | | Iglesias Vazquez, Felix | Why Generative AI Won’t Save the Planet (but Cognitive Twins Might) Rethinking AI for Environmental Digital Twins | Presentation Vortrag | Oct-2025 |
| 45 | | Eller, Lukas ; Skocaj, Marco ; Svoboda, Philipp ; Rupp, Markus ; Verdone, Roberto | Safe Online Mobile Network Optimization Through Digital Twin-Enhanced Monte Carlo Tree Search | Article Artikel | Oct-2025 |
| 46 | | Blumenstein, Jiri ; Zavorka, Radek ; Vychodil, Josef ; Mikulasek, Tomas ; Wojtun, Jaroslav ; Kelner, Jan M. ; Ziolkowski, Cezary ; Shukla, Rajeev ; Hofer, Markus ; Zemen, Thomas ; Mecklenbräuker, Christoph F. ; Chandra, Aniruddha ; Prokes, Ales | Stochastic 3-D Foliage Modeling at 80 GHz: Experimental Validation and Ray-Tracing Simulations | Article Artikel | Oct-2025 |
| 47 |  | Hao, Le ; Vuyyuru, Sravan Kumar Reddy ; Tretyakov, Sergei A. ; Rupp, Markus ; Valkonen, Risto | Analysis of scalable electromagnetically-modeled anomalous reflectors through ray tracing and measurements | Article Artikel | Oct-2025 |
| 48 | | Iglesias Vazquez, Félix | AI and Data-Driven Methodologies in Network Security: Challenges and Emerging Paradigms | Presentation Vortrag | 25-Sep-2025 |
| 49 | | Pasic, Faruk ; Mussbah, Mariam ; Hofer, Markus ; Caban, Sebastian ; Schwarz, Stefan ; Zemen, Thomas ; Rupp, Markus ; Mecklenbräuker, Christoph F. | From Sub-6 GHz to Millimeter-Wave: Dynamic Indoor Measurements, Channel Characteristics and Performance Evaluation | Article Artikel | 22-Sep-2025 |
| 50 |  | de Sombre, Wanja ; Dongare, Sumedh ; Klein, Anja ; Ortiz, Andrea | Minimizing the Age of Incorrect Information With Continual Belief Learning | Inproceedings Konferenzbeitrag | 22-Sep-2025 |
| 51 |  | Schwarz, Stefan | Multi-Agent Deep Reinforcement Learning for Cell-free MIMO Systems: From Distributed Power Allocation to Auction-Based RIS Access | Presentation Vortrag | 16-Sep-2025 |
| 52 | | Pasic, Faruk ; Eller, Lukas ; Schwarz, Stefan ; Rupp, Markus ; Mecklenbräuker, Christoph F. | Deep Learning-based mmWave MIMO Channel Estimation using sub-6 GHz Channel Information: CNN and UNet Approaches | Inproceedings Konferenzbeitrag | 12-Sep-2025 |
| 53 |  | Wiedner, Wilfried ; Eller, Lukas ; Svoboda, Philipp ; Rupp, Markus | Real-World AI-Driven RAN Optimization using Digital Twins | Presentation Vortrag | 9-Sep-2025 |
| 54 | | Horváth, Péter ; Matz, Gerald | Iterative Detection and Decoding in One-Bit Quantized MIMO Systems | Inproceedings Konferenzbeitrag | 4-Sep-2025 |
| 55 | | Mecklenbräuker, Christoph F. | Seismoacoustic inversion using posteriors | Article Artikel | Sep-2025 |
| 56 | | Mecklenbräuker, Christoph ; Pohl, Thomas ; Arthaber, Holger | Indoor Trajectory Reconstruction for Tagged Items using UHF RFIDs: From Carrier-Phase Maps to Root Cause Analysis | Inproceedings Konferenzbeitrag | Sep-2025 |
| 57 | | Bucco, Thomas John ; Hlawatsch, Franz | Tracking Multiple Extended Objects with a Latent Directional Group Structure: A Nonparametric Bayesian Learning Approach | Inproceedings Konferenzbeitrag | 26-Aug-2025 |
| 58 | | Ma, Clair ; Kropfreiter, Thomas ; Baggett, Lauren ; Baumann-Pickering, Simone ; Meyer, Florian | Automated Tracking of Beaked Whales with Integrated Track Smoothing and Stitching | Inproceedings Konferenzbeitrag | 26-Aug-2025 |
| 59 | | Iglesias Vázquez, Félix ; Zseby, Tanja ; Zimek, Arthur | Parameterization-free clustering with sparse data observers | Article Artikel | Aug-2025 |
| 60 | | Matz, Gerald | Low-Complexity Reconstruction of Sampled Graph Signals in Local Graph Fourier Subspaces | Inproceedings Konferenzbeitrag | 29-Jul-2025 |
| 61 | | Hammoud, Hussein ; Zhang, Yuning ; Cheng, Zihang ; Sangodoyin, Seun ; Hofer, Markus ; Pasic, Faruk ; Pohl, Thomas Michael ; Zavorka, Radek ; Prokeš, Aleš ; Zemen, Thomas ; Mecklenbräuker, Christoph ; Molisch, Andreas F. | Double-Directional V2V Channel Measurement using ReRoMA at 60 GHz | Article Artikel | 23-Jul-2025 |
| 62 | | Iglesias Vazquez, Felix | Machine Learning for Network Security | Presentation Vortrag | 2-Jun-2025 |
| 63 | | Ortiz, Andrea ; Svoboda, Philipp ; Mecklenbräuker, Christoph | Vorwort | Article Artikel | Jun-2025 |
| 64 |  | Ortiz, Andrea | Learning and forgetting for server selection in Mobile Edge Computing: a perspective | Article Artikel | Jun-2025 |
| 65 | | Pasic, Faruk ; Svoboda, Philipp ; Mecklenbräuker, Christoph F. | MIMO-Kanalschätzung für mmWave basierend auf Deep Learning mit Außerbandinformation | Article Artikel | Jun-2025 |
| 66 |  | Wiedner, Wilfried ; Eller, Lukas ; Mussbah, Mariam ; Svoboda, Philipp | Auf dem Weg zum KI-gestützten Mobilfunknetz: die Rolle von MDT-Daten zur Echtzeitoptimierung | Article Artikel | Jun-2025 |
| 67 | | Vopava-Wrienz, Julia ; Fabini, Joachim ; Peyreder, Markus ; Braunstein, Rene ; Kienberger, Thomas | Grid-friendly charging in residential areas: Innovative operating concepts and flexibility utilization for a future-oriented charging infrastructure | Inproceedings Konferenzbeitrag | 22-May-2025 |
| 68 |  | Hao, Le ; Vuyyuru, Sravan K. R. ; Tretyakov, Sergei A. ; Valkonen, Risto | Experimental Validation of Scalable Electromagnetically-Modeled RIS Through Ray Tracing and Indoor Measurements | Inproceedings Konferenzbeitrag | 21-May-2025 |
| 69 | | Mecklenbräuker, Christoph ; Pohl, Thomas Michael ; Arthaber, Holger | Forensic Trajectory Estimation for Tagged Items in Factories using UHF RFIDs: From Spaghetti Diagrams to Root Cause Analysis | Presentation Vortrag | 13-May-2025 |
| 70 | | Fastenbauer, Agnes ; Kaneko, Megumi ; Svoboda, Philipp ; Rupp, Markus | Impact of Elevation Angle on Multi-Beam LEO Satellite Communication Systems | Article Artikel | 22-Apr-2025 |
| 71 | | Pohl, Thomas Michael ; Mecklenbräuker, Christoph F. ; Wielandner, Lukas ; Arthaber, Holger | Direct positioning in single-channel UHF-RFID systems with particle filter-based algorithms | Inproceedings Konferenzbeitrag | 22-Apr-2025 |
| 72 | | Mendoza, Charmae Franchesca ; Kaneko, Megumi ; Rupp, Markus ; Schwarz, Stefan | Enhancing the Uplink of Cell-Free Massive MIMO Through Prioritized Sampling and Personalized Federated Deep Reinforcement Learning | Article Artikel | 16-Apr-2025 |
| 73 |  | Reingruber, Philipp ; Matz, Gerald | Tight local graph Fourier frames with finite support | Inproceedings Konferenzbeitrag | 4-Apr-2025 |
| 74 | | Panchagatti, Amogh ; Byungjun Kim ; Gerstoft, Peter ; Mecklenbräuker, Christoph | Channel Estimation in Time-Varying Ocean Environments using OTFS Modulation | Inproceedings Konferenzbeitrag | 4-Apr-2025 |
| 75 | | Kalodikis, Dimitrios Maximilian ; Matz, Gerald | Graph Signal Processing for Compositional Data | Inproceedings Konferenzbeitrag | 4-Apr-2025 |
| 76 |  | Reingruber, Philipp ; Matz, Gerald | Efficient quantization and denoising using local graph Fourier frames | Inproceedings Konferenzbeitrag | 7-Mar-2025 |
| 77 | | Iglesias Vazquez, Felix ; Hoang, Vy Thuy Lynh ; Gourcy, Laurence ; Grossel, Agnes ; De Filippis, Amélie ; Moquet, Jean-Sébastien ; Ros, Frédéric | Digital Twins of Natural Resources in the Loire Valley | Inproceedings Konferenzbeitrag | Feb-2025 |
| 78 | | Hartl, Alexander ; Iglesias Vazquez, Felix ; Zseby, Tanja | Detection of Periodical Patterns and Contextual Anomalies in Data Streams | Inproceedings Konferenzbeitrag | Feb-2025 |
| 79 |  | Hao, Le ; Vuyyuru, Sravan K. R. ; Tretyakov, Sergei A. ; Salihu, Artan ; Rupp, Markus ; Valkonen, Risto | Modeling RIS from Electromagnetic Principles to Communication Systems–Part II: System-Level Simulation, Ray Tracing, and Measurement | Article Artikel | 30-Jan-2025 |
| 80 |  | Lerch, Martin ; Svoboda, Philipp ; Resch, Josef ; Rupp, Markus | Cellular uplink impairments in vehicular repeater deployments | Article Artikel | 20-Jan-2025 |
| 81 | | Sombre, Wanja De ; Pyttel, Friedrich ; Ortiz Jimenez, Andrea Patricia ; Klein, Anja | Minimizing the Age of Information in Status Update Systems With Multiple Sources of Uncertainty | Article Artikel | 9-Jan-2025 |
| 82 | | Blumenstein, Jiri ; Zavorka, Radek ; Vychodil, Josef ; Mikulasek, Tomas ; Wojtuń, Jarosław ; Kelner, Jan ; Ziołkowski, Cezary ; Shukla, Rajeev ; Hofer, Markus ; Zemen, Thomas ; Mecklenbräuker, Christoph F. ; Chandra, Aniruddha ; Prokes, Ales | Angularly-Resolved 3D Foliage Modeling and Measurements at 60 and 80 GHz: From Stochastic Geometry to Deterministic Channel Characterization | Inproceedings Konferenzbeitrag | 2-Jan-2025 |
| 83 | | Iglesias Vazquez, Félix ; Marques, Henrique O., ; Zimek, Arthur ; Zseby, Tanja | What do anomaly scores actually mean? Dynamic characteristics beyond accuracy | Article Artikel | Jan-2025 |
| 84 |  | Bondok, Alhasan | Modeling cyber attacks on power grid consumers : a comprehensive threat analysis and risk assessment framework | Thesis Hochschulschrift | 2025 |
| 85 |  | Kirichevskaya, Anastassiya | A network capacity perspective on digital signatures for AIS | Thesis Hochschulschrift | 2025 |
| 86 |  | Mendoza, Charmae Franchesca | Deep reinforcement learning for cell-free massive MIMO network optimization | Thesis Hochschulschrift | 2025 |
| 87 |  | Clementschitsch, Christoph | FlowBreaker : enriched descriptions of network traffic captures | Thesis Hochschulschrift | 2025 |
| 88 |  | Tripkovic, Sonja | Benchmarking cellular wireless connectivity in railway scenarios | Thesis Hochschulschrift | 2025 |
| 89 |  | Fastenbauer, Agnes ; El Hadfi, Younes ; Kaneko, Megumi ; Svoboda, Philipp ; Rupp, Markus | LEO Satellite Beam Hopping for Power Consumption Minimization at Different Elevation Angles | Article Artikel | 2025 |
| 90 |  | De Locht, Cisse | Activity detection in massive grant-free systems | Thesis Hochschulschrift | 2025 |
| 91 | | Liu, Ting ; Guan, Ke ; He, Danping ; Xu, Mengyi ; Mathiopoulos, P. Takis ; Yu, Keping ; Xu, Jin ; Rupp, Markus | Object-Oriented Integrated Sensing and Communications (ISAC) Channel Modeling for Low-Altitude 3D Spaces | Article Artikel | 2025 |
| 92 |  | Meysel, Marcus | Lane-level highway tolling with GNSS real time kinematic and V2X : a feasibility study | Thesis Hochschulschrift | 2025 |
| 93 |  | Meiseneder, Michael | Coexistence of FRMCS and existing mobile network base stations in railway scenarios | Thesis Hochschulschrift | 2025 |
| 94 |  | Fastenbauer, Agnes | Beam hopping for massive MIMO LEO satellites : modeling and evaluation | Thesis Hochschulschrift | 2025 |
| 95 |  | Mussbah, Mariam | Towards sustainable cell-free massive MIMO : initial access and pilot assignment | Thesis Hochschulschrift | 2025 |
| 96 |  | Car, Benjamin | Assessing the link-level performance of V2X communication technologies | Thesis Hochschulschrift | 2025 |
| 97 |  | Dakić, Anja | Reliability testing of wireless vehicular communication | Thesis Hochschulschrift | 2025 |
| 98 | | Möderl, Jakob ; Leitinger, Erik ; Fleury, Bernard ; Pernkopf, Franz ; Witrisal, Klaus | Fast Variational Block-Sparse Bayesian Learning | Article Artikel | 2025 |
| 99 | | Iglesias Vazquez, Felix ; Konzett, Simon ; Zseby, Tanja ; Bifet, Albert | Stream Clustering Robust to Concept Drift | Inproceedings Konferenzbeitrag | 2025 |
| 100 | | Huang, Zeyu ; Rupp, Markus ; Schwarz, Stefan | Leveraging Large Reconfigurable Intelligent Surfaces as Anchors for Near-Field Positioning | Inproceedings Konferenzbeitrag | 2025 |
