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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 1–25 of 68 papers

TitleStatusHype
Petals: Collaborative Inference and Fine-tuning of Large ModelsCode6
GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist CollaborationCode2
Attention-aware Semantic Communications for Collaborative InferenceCode1
MLink: Linking Black-Box Models from Multiple Domains for Collaborative InferenceCode1
Global-Local Collaborative Inference with LLM for Lidar-Based Open-Vocabulary DetectionCode1
LiveMind: Low-latency Large Language Models with Simultaneous InferenceCode1
GREAT: Geometry-Intention Collaborative Inference for Open-Vocabulary 3D Object Affordance GroundingCode1
Multi-Agent Collaborative Inference via DNN Decoupling: Intermediate Feature Compression and Edge LearningCode1
CITER: Collaborative Inference for Efficient Large Language Model Decoding with Token-Level RoutingCode1
SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation LearningCode1
Collaborative Inference for AI-Empowered IoT Devices—0
Collaboration of Large Language Models and Small Recommendation Models for Device-Cloud Recommendation—0
C-NMT: A Collaborative Inference Framework for Neural Machine Translation—0
Collaborative Inference for Efficient Remote Monitoring—0
Adaptive Early Exiting for Collaborative Inference over Noisy Wireless Channels—0
Edge-device Collaborative Computing for Multi-view Classification—0
DeViT: Decomposing Vision Transformers for Collaborative Inference in Edge Devices—0
Deep Reinforcement Learning for Trajectory Path Planning and Distributed Inference in Resource-Constrained UAV Swarms—0
DeepAdaIn-Net: Deep Adaptive Device-Edge Collaborative Inference for Augmented Reality—0
An Approach to Inference-Driven Dialogue Management within a Social Chatbot—0
EARLIN: Early Out-of-Distribution Detection for Resource-efficient Collaborative Inference—0
Dictionary Learning over Distributed Models—0
DistrEE: Distributed Early Exit of Deep Neural Network Inference on Edge Devices—0
Distributed Collaborative Inference System in Next-Generation Networks and Communication—0
A Wireless Collaborated Inference Acceleration Framework for Plant Disease Recognition—0
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