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08/08/2023
Communication-Efficient Cooperative Multi-Agent PPO via Regulated Segment Mixture in Internet of Vehicles
Multi-Agent Reinforcement Learning (MARL) has become a classic paradigm ...
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07/12/2023
NetGPT: A Native-AI Network Architecture Beyond Provisioning Personalized Generative Services
Large language models (LLMs) have triggered tremendous success to empowe...
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06/01/2023
RHFedMTL: Resource-Aware Hierarchical Federated Multi-Task Learning
The rapid development of artificial intelligence (AI) over massive appli...
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05/05/2023
FedNC: A Secure and Efficient Federated Learning Method Inspired by Network Coding
Federated Learning (FL) is a promising distributed learning mechanism wh...
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03/23/2023
Stochastic Graph Neural Network-based Value Decomposition for MARL in Internet of Vehicles
Autonomous driving has witnessed incredible advances in the past several...
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03/11/2023
FedLP: Layer-wise Pruning Mechanism for Communication-Computation Efficient Federated Learning
Federated learning (FL) has prevailed as an efficient and privacy-preser...
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10/05/2022
ISFL: Trustworthy Federated Learning for Non-i.i.d. Data with Local Importance Sampling
As a promising integrated computation and communication learning paradig...
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05/20/2022
6G Network AI Architecture for Everyone-Centric Customized Services
Mobile communication standards were developed for enhancing transmission...
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12/02/2021
How global observation works in Federated Learning: Integrating vertical training into Horizontal Federated Learning
Federated learning (FL) has recently emerged as a transformative paradig...
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08/20/2021
Semantic Communication with Adaptive Universal Transformer
With the development of deep learning (DL), natural language processing ...
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04/30/2021
Convergence Analysis and System Design for Federated Learning over Wireless Networks
Federated learning (FL) has recently emerged as an important and promisi...
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03/04/2021