{"total":56,"rows":[{"id":"2504.15623","title":"RadioDiff-$k^2$: Helmholtz Equation Informed Generative Diffusion Model for Multi-Path Aware Radio Map Construction","created":"2025-04-22","cited_by_count":19,"area":"diffusion"},{"id":"2507.12166","title":"RadioDiff-3D: A 3D$\\times$3D Radio Map Dataset and Generative Diffusion Based Benchmark for 6G Environment-Aware Communication","created":"2025-07-16","cited_by_count":16,"area":null},{"id":"2507.16733","title":"Generative Diffusion Models for Wireless Networks: Fundamental, Architecture, and State-of-the-Art","created":"2025-07-22","cited_by_count":14,"area":"diffusion"},{"id":"2507.21423","title":"MapDiffusion: Generative Diffusion for Vectorized Online HD Map Construction and Uncertainty Estimation in Autonomous Driving","created":"2025-07-29","cited_by_count":13,"area":null},{"id":"2504.14298","title":"RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction","created":"2025-04-19","cited_by_count":11,"area":null},{"id":"2504.17323","title":"CKMDiff: A Generative Diffusion Model for CKM Construction via Inverse Problems with Learned Priors","created":"2025-04-24","cited_by_count":6,"area":"diffusion"},{"id":"2508.01586","title":"Diffusion Models for Future Networks and Communications: A Comprehensive Survey","created":"2025-08-03","cited_by_count":6,"area":"diffusion"},{"id":"2411.04672","title":"Semantic-Aware Resource Management for C-V2X Platooning via Multi-Agent Reinforcement Learning","created":"2024-11-07","cited_by_count":5,"area":null},{"id":"2508.09140","title":"RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet","created":"2025-07-28","cited_by_count":5,"area":"ssm"},{"id":"2412.14812","title":"Generative CKM Construction using Partially Observed Data with Diffusion Model","created":"2024-12-19","cited_by_count":4,"area":"diffusion"},{"id":"2601.02790","title":"RadioDiff-Flux: Efficient Radio Map Construction via Generative Denoise Diffusion Model Trajectory Midpoint Reuse","created":"2026-01-06","cited_by_count":4,"area":"diffusion"},{"id":"2603.06401","title":"U6G XL-MIMO Radiomap Prediction: Multi-Config Dataset and Beam Map Approach","created":"2026-03-06","cited_by_count":4,"area":null},{"id":"2506.18419","title":"Generative Diffusion Receivers: Achieving Pilot-Efficient MIMO-OFDM Communications","created":"2025-06-23","cited_by_count":3,"area":"diffusion"},{"id":"2509.19337","title":"Radio Propagation Modelling: To Differentiate or To Deep Learn, That Is The Question","created":"2025-09-15","cited_by_count":3,"area":null},{"id":"2601.10207","title":"BeamCKMDiff: Beam-Aware Channel Knowledge Map Construction via Diffusion Transformer","created":"2026-01-15","cited_by_count":3,"area":"diffusion"},{"id":"2604.05788","title":"Sparse Gain Radio Map Reconstruction With Geometry Priors and Uncertainty-Guided Measurement Selection","created":"2026-04-07","cited_by_count":3,"area":null},{"id":"2511.20015","title":"iRadioDiff: Physics-Informed Diffusion Model for Indoor Radio Map Construction and Localization","created":"2025-11-25","cited_by_count":2,"area":"diffusion"},{"id":"2603.18865","title":"RadioDiff-FS: Physics-Informed Manifold Alignment in Few-Shot Diffusion Models for High-Fidelity Radio Map Construction","created":"2026-03-19","cited_by_count":2,"area":"diffusion"},{"id":"2506.04593","title":"Federated Learning Assisted Edge Caching Scheme Based on Lightweight Architecture DDPM","created":"2025-06-05","cited_by_count":1,"area":"diffusion"},{"id":"2509.01641","title":"Non-Identical Diffusion Models in MIMO-OFDM Channel Generation","created":"2025-09-01","cited_by_count":1,"area":"diffusion"},{"id":"2510.09314","title":"RadioFlow: Efficient Radio Map Construction Framework with Flow Matching","created":"2025-10-10","cited_by_count":1,"area":"diffusion"},{"id":"2510.09405","title":"Cross-Receiver Generalization for RF Fingerprint Identification via Feature Disentanglement and Adversarial Training","created":"2025-10-10","cited_by_count":1,"area":null},{"id":"2511.00494","title":"An Indoor Radio Mapping Dataset Combining 3D Point Clouds and RSSI","created":"2025-11-01","cited_by_count":1,"area":null},{"id":"2511.19019","title":"3D Dynamic Radio Map Prediction Using Vision Transformers for Low-Altitude Wireless Networks","created":"2025-11-24","cited_by_count":1,"area":null},{"id":"2512.02757","title":"Channel Knowledge Map Construction via Physics-Inspired Diffusion Model Without Prior Observations","created":"2025-12-02","cited_by_count":1,"area":"diffusion"},{"id":"2512.20108","title":"Generative Spectrum Cartography: Unified Reconstruction and Active Sensing via Diffusion Models","created":"2025-12-23","cited_by_count":1,"area":"diffusion"},{"id":"2603.18853","title":"Learn for Variation: Efficient AAV Trajectory Learning through a Differentiable Wireless World Model","created":"2026-03-19","cited_by_count":1,"area":"wm"},{"id":"2603.18855","title":"BeamAgent: LLM-Aided MIMO Beamforming with Decoupled Intent Parsing and Alternating Optimization for Joint Site Selection and Precoding","created":"2026-03-19","cited_by_count":1,"area":null},{"id":"2607.00887","title":"Geometry-Aware Cross-Height Channel Knowledge Map Prediction for UAV-Assisted Communications With Uncertainty-Guided 3D Sensing","created":"2026-07-01","cited_by_count":1,"area":null},{"id":"2503.18375","title":"ALWNN Empowered Automatic Modulation Classification: Conquering Complexity and Scarce Sample Conditions","created":"2025-03-24","cited_by_count":0,"area":null},{"id":"2506.05710","title":"Latent Diffusion Model Based Denoising Receiver for 6G Semantic Communication: From Stochastic Differential Theory to Application","created":"2025-06-06","cited_by_count":0,"area":"diffusion"},{"id":"2509.01875","title":"RadioDiff-Loc: Diffusion Model Enhanced Scattering Congnition for NLoS Localization with Sparse Radio Map Estimation","created":"2025-09-02","cited_by_count":0,"area":"diffusion"},{"id":"2509.06270","title":"UrbanMIMOMap: A Ray-Traced MIMO CSI Dataset with Precoding-Aware Maps and Benchmarks","created":"2025-09-08","cited_by_count":0,"area":null},{"id":"2509.14559","title":"Radiolunadiff: Estimation of wireless network signal strength in lunar terrain","created":"2025-09-18","cited_by_count":0,"area":null},{"id":"2510.11109","title":"Graph Neural Network-Based Multicast Routing for On-Demand Streaming Services in 6G Networks","created":"2025-10-13","cited_by_count":0,"area":null},{"id":"2511.17007","title":"Self-Localizing MIMO Beam Mapping with Continuously Evolving Channel Memory","created":"2025-11-21","cited_by_count":0,"area":null},{"id":"2511.17526","title":"RadioMapMotion: A Dataset and Baseline for Proactive Spatio-Temporal Radio Environment Prediction","created":"2025-10-24","cited_by_count":0,"area":null},{"id":"2512.09378","title":"Personalized Federated Distillation Assisted Vehicle Edge Caching Strategy","created":"2025-12-10","cited_by_count":0,"area":null},{"id":"2512.10965","title":"RMSup: Physics-Informed Radio Map Super-Resolution for Compute-Enhanced Integrated Sensing and Communications","created":"2025-11-29","cited_by_count":0,"area":null},{"id":"2512.14150","title":"PathFinder: Advancing Path Loss Prediction for Single-to-Multi-Transmitter Scenario","created":"2025-12-16","cited_by_count":0,"area":null},{"id":"2602.18744","title":"RadioGen3D: 3D Radio Map Generation via Adversarial Learning on Large-Scale Synthetic Data","created":"2026-02-21","cited_by_count":0,"area":null},{"id":"2604.05520","title":"Learned Elevation Models as a Lightweight Alternative to LiDAR for Radio Environment Map Estimation","created":"2026-04-07","cited_by_count":0,"area":null},{"id":"2605.04436","title":"Joint Optimization of Trajectory Control, Resource Allocation, and Task Offloading for Multi-UAV-Assisted IoV","created":"2026-05-06","cited_by_count":0,"area":null},{"id":"2605.29538","title":"RadioFormer3D: Weakly Supervised 3D Radio Map Estimation in Low-Altitude Airspace via Generative Modeling","created":"2026-05-28","cited_by_count":0,"area":null},{"id":"2606.03074","title":"RMPrior: Bridging Propagation Priors and Diffusion Refinement for Efficient Radio Map Construction","created":"2026-06-02","cited_by_count":0,"area":"diffusion"},{"id":"2606.25310","title":"Diffusion Models for Radio Map Estimation: Theoretical Performance Analysis and Sampling Rate Guideline","created":"2026-06-24","cited_by_count":0,"area":"diffusion"},{"id":"2606.29862","title":"Active Learning for Channel Knowledge Map Construction via Bayesian Inference Diffusion Models","created":"2026-06-29","cited_by_count":0,"area":"diffusion"},{"id":"2607.01777","title":"Scene-Conditioned PINN-GNN for Multipath RF Maps: Cross-Scene Generation and In-Scene Completion","created":"2026-07-02","cited_by_count":0,"area":null},{"id":"2607.08045","title":"RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization","created":"2026-07-09","cited_by_count":0,"area":"diffusion"},{"id":"2607.20909","title":"RadioTrace: Transmitter-Aware Diffusion for Radio Map Estimation without Deployment-Time Fine-Tuning","created":"2026-07-23","cited_by_count":0,"area":"diffusion"},{"id":"2608.15314","title":"Physics-informed VAE-EVT for Tail Aware Radio Map Prediction","created":"2026-08-15","cited_by_count":0,"area":null},{"id":"2608.16167","title":"RadioVIL: Anomaly-Aware Diffusion Models for Radio Map Inpainting and Zero-Shot Vehicle Localization","created":"2026-08-17","cited_by_count":0,"area":"diffusion"},{"id":"2609.00615","title":"BeamRMX: Radiation-Pattern-Driven Learning for Generalizable Beam Radio Map Prediction and Beam Management","created":"2026-09-01","cited_by_count":0,"area":null},{"id":"2609.11255","title":"Rethinking Radiomap Blind Prediction with Limited Environment and Configuration Representations","created":"2026-09-10","cited_by_count":0,"area":null},{"id":"2609.32836","title":"Radiomap Blind Prediction under Incomplete Observation: Error Characterization and Correctable Propagation-Prior Learning","created":"2026-09-26","cited_by_count":0,"area":null},{"id":"2610.16656","title":"RFWeave: Learning Wireless Propagation Across Scenes and Transceiver Configurations","created":"2026-10-12","cited_by_count":0,"area":null}],"next_cursor":null}