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Collaborative Inference

In collaborative inference, a single inference task is performed by multiple models distributed on two or more (typically resource-constrained IoT) devices

Papers

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Showing 26–50 of 68 papers

TitleStatusHype
Federated Learning for Collaborative Inference Systems: The Case of Early Exit Networks—0
GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist CollaborationCode2
Attention-aware Semantic Communications for Collaborative InferenceCode1
Emergency Computing: An Adaptive Collaborative Inference Method Based on Hierarchical Reinforcement Learning—0
Ensembler: Protect Collaborative Inference Privacy from Model Inversion Attack via Selective Ensemble—0
Towards Efficient Object Re-Identification with A Novel Cloud-Edge Collaborative Framework—0
Synergy: Towards On-Body AI via Tiny AI Accelerator Collaboration on Wearables—0
Adaptive Early Exiting for Collaborative Inference over Noisy Wireless Channels—0
Semantics-Driven Cloud-Edge Collaborative Inference—0
DeepAdaIn-Net: Deep Adaptive Device-Edge Collaborative Inference for Augmented Reality—0
Limited Communications Distributed Optimization via Deep Unfolded Distributed ADMM—0
DeViT: Decomposing Vision Transformers for Collaborative Inference in Edge Devices—0
Roulette: A Semantic Privacy-Preserving Device-Edge Collaborative Inference Framework for Deep Learning Classification Tasks—0
PATROL: Privacy-Oriented Pruning for Collaborative Inference Against Model Inversion Attacks—0
Energy-efficient Wearable-to-Mobile Offload of ML Inference for PPG-based Heart-Rate Estimation—0
DVFO: Learning-Based DVFS for Energy-Efficient Edge-Cloud Collaborative Inference—0
PrivaScissors: Enhance the Privacy of Collaborative Inference through the Lens of Mutual Information—0
Architectural Vision for Quantum Computing in the Edge-Cloud ContinuumCode0
Deep Reinforcement Learning for Trajectory Path Planning and Distributed Inference in Resource-Constrained UAV Swarms—0
MLink: Linking Black-Box Models from Multiple Domains for Collaborative InferenceCode1
Petals: Collaborative Inference and Fine-tuning of Large ModelsCode6
Collaborative Inference for AI-Empowered IoT Devices—0
DuetFace: Collaborative Privacy-Preserving Face Recognition via Channel Splitting in the Frequency DomainCode0
Towards Receiver-Agnostic and Collaborative Radio Frequency Fingerprint Identification—0
Virtual staining of defocused autofluorescence images of unlabeled tissue using deep neural networks—0
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