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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
Collaborative Inference over Wireless Channels with Feature Differential Privacy—0
SplitLLM: Collaborative Inference of LLMs for Model Placement and Throughput Optimization—0
Edge-device Collaborative Computing for Multi-view Classification—0
Hybrid SD: Edge-Cloud Collaborative Inference for Stable Diffusion Models—0
Private Collaborative Edge Inference via Over-the-Air ComputationCode0
Galaxy: A Resource-Efficient Collaborative Edge AI System for In-situ Transformer Inference—0
Federated Learning for Collaborative Inference Systems: The Case of Early Exit Networks—0
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
Collaborative Inference for AI-Empowered IoT Devices—0
DuetFace: Collaborative Privacy-Preserving Face Recognition via Channel Splitting in the Frequency DomainCode0
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