Cover Image

Analogical Learning for Cross-Scenario Generalization: Framework and Application to Intelligent Localization

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chen, Zirui, Zhang, Zhaoyang, Xing, Ziqing, Li, Ridong, Yang, Zhaohui, Jin, Richeng, Huang, Chongwen, Yang, Yuzhi, Debbah, Mérouane
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Computational Engineering, Finance, and Science Signal Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Channel Deduction: A New Learning Framework to Acquire Channel from Outdated Samples and Coarse Estimate
by: Chen, Zirui, et al.
Published: (2024)

Geometry-Aided Channel Deduction: A Robust Channel Acquisition Framework Utilizing Coarse Scenario Prompt
by: Ruan, Hongning, et al.
Published: (2026)

Multi-Sources Fusion Learning for Multi-Points NLOS Localization in OFDM System
by: Wang, Bohao, et al.
Published: (2024)

Physics-Inspired Target Shape Detection and Reconstruction in mmWave Communication Systems
by: Xing, Ziqing, et al.
Published: (2026)

Diffusion Models for Wireless Transceivers: From Pilot-Efficient Channel Estimation to AI-Native 6G Receivers
by: Yang, Yuzhi, et al.
Published: (2025)

TeleMoM: Consensus-Driven Telecom Intelligence via Mixture of Models
by: Wang, Xinquan, et al.
Published: (2025)

Generative Diffusion Receivers: Achieving Pilot-Efficient MIMO-OFDM Communications
by: Yang, Yuzhi, et al.
Published: (2025)

Integrated Sensing, Communication, and Positioning in Cellular Vehicular Networks
by: Tong, Xin, et al.
Published: (2025)

Robust Continuous-Time Beam Tracking with Liquid Neural Network
by: Zhu, Fenghao, et al.
Published: (2024)

Non-Identical Diffusion Models in MIMO-OFDM Channel Generation
by: Yang, Yuzhi, et al.
Published: (2025)

Multi-View Wireless Sensing via Conditional Generative Learning: Framework and Model Design
by: Xing, Ziqing, et al.
Published: (2025)

Low-Complexity Beam Training for Multi-RIS-Assisted Multi-User Communications
by: Xu, Yuan, et al.
Published: (2024)

A Generalized Framework for Multiscale State-Space Modeling with Nested Nonlinear Dynamics: An Application to Bayesian Learning under Switching Regimes
by: Vélez-Cruz, Nayely, et al.
Published: (2024)

Bayesian estimation and reconstruction of marine surface contaminant dispersion
by: Liu, Yang, et al.
Published: (2023)

Hashing Beam Training for Near-Field Communications
by: Xu, Yuan, et al.
Published: (2024)

Stochastic Geometry Analysis for Distributed RISs-Assisted mmWave Communications
by: Xu, Yuan, et al.
Published: (2024)

Diffusion Inpainting MIMO-OFDM Channels with Limited Noisy Observations
by: Zhou, Weijie, et al.
Published: (2026)

Synthetic Time Series Data Generation for Healthcare Applications: A PCG Case Study
by: Jamshidi, Ainaz, et al.
Published: (2024)

CardioRAG: A Retrieval-Augmented Generation Framework for Multimodal Chagas Disease Detection
by: Shen, Zhengyang, et al.
Published: (2025)

Recursive Flow: A Generative Framework for MIMO Channel Estimation
by: Jiang, Zehua, et al.
Published: (2026)

Hashing Beam Training for Integrated Ground-Air-Space Wireless Networks
by: Xu, Yuan, et al.
Published: (2024)

Robust Beamforming for RIS-aided Communications: Gradient-based Manifold Meta Learning
by: Zhu, Fenghao, et al.
Published: (2024)

Bayesian Learning for Double-RIS Aided ISAC Systems with Superimposed Pilots and Data
by: Gan, Xu, et al.
Published: (2024)

Robust Deep Learning-Based Physical Layer Communications: Strategies and Approaches
by: Zhu, Fenghao, et al.
Published: (2025)

Dynamical Multimodal Fusion with Mixture-of-Experts for Localizations
by: Wang, Bohao, et al.
Published: (2025)

Coverage and Rate Analysis for Distributed RISs-Assisted mmWave Communications
by: Xu, Yuan, et al.
Published: (2024)

Coverage and Rate Analysis for Integrated Sensing and Communication Networks
by: Gan, Xu, et al.
Published: (2024)

RIS-assisted Coverage Enhancement in mmWave Integrated Sensing and Communication Networks
by: Gan, Xu, et al.
Published: (2024)

Buffer-Parameterized Machine Learning Surrogate Models for Cross-Technology Signal Integrity Analysis and Optimization
by: Withöft, Julian, et al.
Published: (2026)

A Lumped-Element Electrical Model of the Human Head for Brain-Oriented Applications
by: Faccia, Angelo, et al.
Published: (2026)

Damage identification using noisy frequency response functions based on topology optimization
by: Saito, Akira, et al.
Published: (2026)

Property Estimation in Geotechnical Databases Using Labeled Random Finite Sets
by: Shim, Changbeom, et al.
Published: (2024)

Practical IMT and EESS Spectrum Sharing in the 7 to 8 GHz Band
by: Eichen, Elliot, et al.
Published: (2024)

A Fault Location Method Based on Electromagnetic Transient Convolution Considering Frequency-Dependent Parameters and Lossy Ground
by: Wang, Guanbo, et al.
Published: (2022)

Global Maxwell Tomography Using the Volume-Surface Integral Equation for Improved Estimation of Electrical Properties
by: Giannakopoulos, Ilias, et al.
Published: (2025)

Modal Decomposition and Identification for a Population of Structures Using Physics-Informed Graph Neural Networks and Transformers
by: Jian, Xudong, et al.
Published: (2025)

Navigating Intelligence: A Survey of Google OR-Tools and Machine Learning for Global Path Planning in Autonomous Vehicles
by: Benoit, Alexandre, et al.
Published: (2025)

SEM-RAG: Structure-Preserving Multimodal Graph Compilation and Entropy-Guided Retrieval for Telecommunication Standards
by: Yang, Yuzhi, et al.
Published: (2026)

A Novel Training Framework for Physics-informed Neural Networks: Towards Real-time Applications in Ultrafast Ultrasound Blood Flow Imaging
by: Guan, Haotian, et al.
Published: (2023)

Systematic Analysis of Penalty-Optimised Illumination Design for Tomographic Volumetric Additive Manufacturing via the Extendable Framework TVAM AID Using the Core Imaging Library
by: Pellizzon, Nicole, et al.
Published: (2026)