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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
CITER: Collaborative Inference for Efficient Large Language Model Decoding with Token-Level RoutingCode1
LiveMind: Low-latency Large Language Models with Simultaneous InferenceCode1
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
GREAT: Geometry-Intention Collaborative Inference for Open-Vocabulary 3D Object Affordance GroundingCode1
SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation LearningCode1
Multi-Agent Collaborative Inference via DNN Decoupling: Intermediate Feature Compression and Edge LearningCode1
Private Collaborative Edge Inference via Over-the-Air ComputationCode0
Architectural Vision for Quantum Computing in the Edge-Cloud ContinuumCode0
PRICURE: Privacy-Preserving Collaborative Inference in a Multi-Party SettingCode0
CE-CoLLM: Efficient and Adaptive Large Language Models Through Cloud-Edge CollaborationCode0
DuetFace: Collaborative Privacy-Preserving Face Recognition via Channel Splitting in the Frequency DomainCode0
Distributed Mixture-of-Agents for Edge Inference with Large Language ModelsCode0
Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference SystemsCode0
Decentralized Low-Latency Collaborative Inference via Ensembles on the EdgeCode0
Dual Attention Networks for Multimodal Reasoning and MatchingCode0
PhyloVAE: Unsupervised Learning of Phylogenetic Trees via Variational AutoencodersCode0
Collaborative Inference for Efficient Remote Monitoring—0
Collaborative Inference for AI-Empowered IoT Devices—0
Distributed Collaborative Inference System in Next-Generation Networks and Communication—0
DistrEE: Distributed Early Exit of Deep Neural Network Inference on Edge Devices—0
Collaboration of Large Language Models and Small Recommendation Models for Device-Cloud Recommendation—0
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