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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
Energy-Efficient Model Compression and Splitting for Collaborative Inference Over Time-Varying Channels—0
Energy-efficient Wearable-to-Mobile Offload of ML Inference for PPG-based Heart-Rate Estimation—0
Ensembler: Protect Collaborative Inference Privacy from Model Inversion Attack via Selective Ensemble—0
Fault-Tolerant Collaborative Inference through the Edge-PRUNE Framework—0
Federated Learning for Collaborative Inference Systems: The Case of Early Exit Networks—0
Galaxy: A Resource-Efficient Collaborative Edge AI System for In-situ Transformer Inference—0
G-Boost: Boosting Private SLMs with General LLMs—0
Virtual staining of defocused autofluorescence images of unlabeled tissue using deep neural networks—0
Adaptive Early Exiting for Collaborative Inference over Noisy Wireless Channels—0
Adaptive Termination for Multi-round Parallel Reasoning: An Universal Semantic Entropy-Guided Framework—0
An Approach to Inference-Driven Dialogue Management within a Social Chatbot—0
Auto-tuning Neural Network Quantization Framework for Collaborative Inference Between the Cloud and Edge—0
A Wireless Collaborated Inference Acceleration Framework for Plant Disease Recognition—0
C-NMT: A Collaborative Inference Framework for Neural Machine Translation—0
Collaboration of Large Language Models and Small Recommendation Models for Device-Cloud Recommendation—0
Collaborative Inference for AI-Empowered IoT Devices—0
Collaborative Inference for Efficient Remote Monitoring—0
Robust Multimodal Graph Matching: Sparse Coding Meets Graph Matching—0
Roulette: A Semantic Privacy-Preserving Device-Edge Collaborative Inference Framework for Deep Learning Classification Tasks—0
Security Analysis of Capsule Network Inference using Horizontal Collaboration—0
Semantics-Driven Cloud-Edge Collaborative Inference—0
Smaller, Smarter, Closer: The Edge of Collaborative Generative AI—0
Speculative End-Turn Detector for Efficient Speech Chatbot Assistant—0
SPINN: Synergistic Progressive Inference of Neural Networks over Device and Cloud—0
SplitLLM: Collaborative Inference of LLMs for Model Placement and Throughput Optimization—0
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