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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
SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation LearningCode1
Multi-Agent Collaborative Inference via DNN Decoupling: Intermediate Feature Compression and Edge LearningCode1
GREAT: Geometry-Intention Collaborative Inference for Open-Vocabulary 3D Object Affordance GroundingCode1
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
CITER: Collaborative Inference for Efficient Large Language Model Decoding with Token-Level RoutingCode1
Private Collaborative Edge Inference via Over-the-Air ComputationCode0
Architectural Vision for Quantum Computing in the Edge-Cloud ContinuumCode0
CE-CoLLM: Efficient and Adaptive Large Language Models Through Cloud-Edge CollaborationCode0
PhyloVAE: Unsupervised Learning of Phylogenetic Trees via Variational AutoencodersCode0
Decentralized Low-Latency Collaborative Inference via Ensembles on the EdgeCode0
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
Dual Attention Networks for Multimodal Reasoning and MatchingCode0
PRICURE: Privacy-Preserving Collaborative Inference in a Multi-Party SettingCode0
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
C-NMT: A Collaborative Inference Framework for Neural Machine Translation—0
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