Cover Image

From Pixels to CSI: Distilling Latent Dynamics For Efficient Wireless Resource Management

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chaaya, Charbel Bou, Girgis, Abanoub M., Bennis, Mehdi
Format:	Preprint
Published:	2025
Subjects:	Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Learning Latent Wireless Dynamics from Channel State Information
by: Chaaya, Charbel Bou, et al.
Published: (2024)

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks
by: Chaaya, Charbel Bou, et al.
Published: (2025)

Equivariant Multi-agent Reinforcement Learning for Multimodal Vehicle-to-Infrastructure Systems
by: Chaaya, Charbel Bou, et al.
Published: (2026)

Semantic Communication and Control Co-Design for Multi-Objective Distinct Dynamics
by: Girgis, Abanoub M., et al.
Published: (2024)

Time-Series JEPA for Predictive Remote Control under Capacity-Limited Networks
by: Girgis, Abanoub M., et al.
Published: (2024)

Structured Latent Dynamics in Wireless CSI via Homomorphic World Models
by: Naoumi, Salmane, et al.
Published: (2026)

Hierarchical JEPA Meets Predictive Remote Control in Beyond 5G Networks
by: Girgis, Abanoub M., et al.
Published: (2026)

Resource Optimization for Tail-Based Control in Wireless Networked Control Systems
by: Vijithasena, Rasika, et al.
Published: (2024)

Communication-Efficient and Interoperable Distributed Learning
by: Krouka, Mounssif, et al.
Published: (2025)

Scalable and Resource-Efficient Second-Order Federated Learning via Over-the-Air Aggregation
by: Ghalkha, Abdulmomen, et al.
Published: (2024)

Communication-Efficient and Robust Multi-Modal Federated Learning via Latent-Space Consensus
by: Badi, Mohamed, et al.
Published: (2026)

On Self-Supervised Dynamic Incremental Regularised Adaptation
by: Ghobrial, Abanoub, et al.
Published: (2023)

RIS-assisted Cell-Free MIMO with Dynamic Arrivals and Departures of Users: A Novel Network Stability Approach
by: Chaaya, Charbel Bou, et al.
Published: (2023)

Sheaf-Based Decentralized Multimodal Learning for Next-Generation Wireless Communication Systems
by: Ghalkha, Abdulmomen, et al.
Published: (2025)

Semantic Communication meets System 2 ML: How Abstraction, Compositionality and Emergent Languages Shape Intelligence
by: Bennis, Mehdi, et al.
Published: (2025)

Cross Layer Optimization and Distributed Reinforcement Learning for Wireless 360° Video Streaming
by: Elgabli, Anis, et al.
Published: (2020)

Distributionally Robust Federated Learning with Client Drift Minimization
by: Krouka, Mounssif, et al.
Published: (2025)

Tackling Feature and Sample Heterogeneity in Decentralized Multi-Task Learning: A Sheaf-Theoretic Approach
by: Issaid, Chaouki Ben, et al.
Published: (2025)

Logic-Driven Semantic Communication for Resilient Multi-Agent Systems
by: Alshammari, Tamara, et al.
Published: (2026)

A Web-Based Solution for Federated Learning with LLM-Based Automation
by: Mawela, Chamith, et al.
Published: (2024)

CSI-BERT2: A BERT-inspired Framework for Efficient CSI Prediction and Classification in Wireless Communication and Sensing
by: Zhao, Zijian, et al.
Published: (2024)

DIRA: Dynamic Domain Incremental Regularised Adaptation
by: Ghobrial, Abanoub, et al.
Published: (2022)

Communication-Efficient Personalized Distributed Learning with Data and Node Heterogeneity
by: Tian, Zhuojun, et al.
Published: (2025)

Context Distillation as Latent Memory Management
by: Zheng, Ziyang, et al.
Published: (2026)

Intent-Aware DRL-Based NOMA Uplink Dynamic Scheduler for IIoT
by: Mostafa, Salwa, et al.
Published: (2024)

Digital versus Analog Transmissions for Federated Learning over Wireless Networks
by: Yao, Jiacheng, et al.
Published: (2024)

Semantic-based Distributed Learning for Diverse and Discriminative Representations
by: Tian, Zhuojun, et al.
Published: (2026)

Hierarchical Federated Learning for Networked AI: From Communication Saving to Architecture-Aware Design
by: Azimi-Abarghouyi, Seyed Mohammad, et al.
Published: (2026)

HeterCSI: Channel-Adaptive Heterogeneous CSI Pretraining Framework for Generalized Wireless Foundation Models
by: Zhang, Chenyu, et al.
Published: (2026)

SheafAlign: A Sheaf-theoretic Framework for Decentralized Multimodal Alignment
by: Ghalkha, Abdulmomen, et al.
Published: (2025)

Knowledge Distillation from Language-Oriented to Emergent Communication for Multi-Agent Remote Control
by: Kim, Yongjun, et al.
Published: (2024)

Cooperative Multi-Agent Learning for Navigation via Structured State Abstraction
by: Abdelaziz, Mohamed K., et al.
Published: (2023)

Learning to Collaborate Over Graphs: A Selective Federated Multi-Task Learning Approach
by: Elbakary, Ahmed, et al.
Published: (2025)

Tool-Aided Evolutionary LLM for Generative Policy Toward Efficient Resource Management in Wireless Federated Learning
by: Tan, Chongyang, et al.
Published: (2025)

ATA: Adaptive Task Allocation for Efficient Resource Management in Distributed Machine Learning
by: Maranjyan, Artavazd, et al.
Published: (2025)

Efficient Parallel Split Learning over Resource-constrained Wireless Edge Networks
by: Lin, Zheng, et al.
Published: (2023)

On Importance of Pruning and Distillation for Efficient Low Resource NLP
by: Mirashi, Aishwarya, et al.
Published: (2024)

Adaptive Token Merging for Efficient Transformer Semantic Communication at the Edge
by: Erak, Omar, et al.
Published: (2025)

Recursive Abstractive Processing for Retrieval in Dynamic Datasets
by: Chucri, Charbel, et al.
Published: (2024)

Transformer-Driven Neural Beamforming with Imperfect CSI in Urban Macro Wireless Channels
by: Vahapoglu, Cemil, et al.
Published: (2025)