Picture for Christopher G. Brinton

Christopher G. Brinton

Learning-Based Two-Way Communications: Algorithmic Framework and Comparative Analysis

Add code
Apr 22, 2025
Viaarxiv icon

Communication-Efficient Cooperative Localization: A Graph Neural Network Approach

Add code
Apr 10, 2025
Viaarxiv icon

Decentralized Federated Domain Generalization with Style Sharing: A Formal Modeling and Convergence Analysis

Add code
Apr 08, 2025
Viaarxiv icon

Multi-Agent Reinforcement Learning for Graph Discovery in D2D-Enabled Federated Learning

Add code
Mar 29, 2025
Viaarxiv icon

Physics-Informed Generative Approaches for Wireless Channel Modeling

Add code
Mar 11, 2025
Viaarxiv icon

DPZV: Resource Efficient ZO Optimization For Differentially Private VFL

Add code
Feb 27, 2025
Viaarxiv icon

Federated Sketching LoRA: On-Device Collaborative Fine-Tuning of Large Language Models

Add code
Jan 31, 2025
Viaarxiv icon

Cooperative Decentralized Backdoor Attacks on Vertical Federated Learning

Add code
Jan 16, 2025
Viaarxiv icon

Using Diffusion Models as Generative Replay in Continual Federated Learning -- What will Happen?

Add code
Nov 10, 2024
Figure 1 for Using Diffusion Models as Generative Replay in Continual Federated Learning -- What will Happen?
Figure 2 for Using Diffusion Models as Generative Replay in Continual Federated Learning -- What will Happen?
Figure 3 for Using Diffusion Models as Generative Replay in Continual Federated Learning -- What will Happen?
Figure 4 for Using Diffusion Models as Generative Replay in Continual Federated Learning -- What will Happen?
Viaarxiv icon

Enhanced Real-Time Threat Detection in 5G Networks: A Self-Attention RNN Autoencoder Approach for Spectral Intrusion Analysis

Add code
Nov 05, 2024
Figure 1 for Enhanced Real-Time Threat Detection in 5G Networks: A Self-Attention RNN Autoencoder Approach for Spectral Intrusion Analysis
Figure 2 for Enhanced Real-Time Threat Detection in 5G Networks: A Self-Attention RNN Autoencoder Approach for Spectral Intrusion Analysis
Figure 3 for Enhanced Real-Time Threat Detection in 5G Networks: A Self-Attention RNN Autoencoder Approach for Spectral Intrusion Analysis
Figure 4 for Enhanced Real-Time Threat Detection in 5G Networks: A Self-Attention RNN Autoencoder Approach for Spectral Intrusion Analysis
Viaarxiv icon