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Found 7 papers, 5 papers with code
Features-over-the-Air: Contrastive Learning Enabled Cooperative Edge Inference
We study the collaborative image retrieval problem at the wireless edge, where multiple edge devices capture images of the same object, which are then used jointly to retrieve similar images at the edge server over a shared multiple access channel.
Collaborative Semantic Communication for Edge Inference
We study the collaborative image retrieval problem at the wireless edge, where multiple edge devices capture images of the same object from different angles and locations, which are then used jointly to retrieve similar images at the edge server over a shared multiple access channel (MAC).
Neural Distributed Image Compression with Cross-Attention Feature Alignment
In the proposed method, the decoder employs a cross-attention module to align the feature maps obtained from the received latent representation of the input image and a latent representation of the side information.
Neural Distributed Image Compression using Common Information
The received latent representation and the locally generated common information are passed through a decoder network to obtain an enhanced reconstruction of the input image.
Dopamine: Differentially Private Federated Learning on Medical Data
While rich medical datasets are hosted in hospitals distributed across the world, concerns on patients' privacy is a barrier against using such data to train deep neural networks (DNNs) for medical diagnostics.
Secure Distributed Matrix Computation with Discrete Fourier Transform
We consider the problem of secure distributed matrix computation (SDMC), where a \textit{user} queries a function of data matrices generated at distributed \textit{source} nodes.
Information Theory Cryptography and Security Distributed, Parallel, and Cluster Computing Information Theory
Practical Functional Regenerating Codes for Broadcast Repair of Multiple Nodes
A code construction and repair scheme for optimal functional regeneration of multiple node failures is presented, which is based on stitching together short MDS codes on carefully chosen sets of points lying on a linearized polynomial.
Information Theory Information Theory
