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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

Showing 110 of 68 papers

TitleStatusHype
Petals: Collaborative Inference and Fine-tuning of Large ModelsCode6
GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist CollaborationCode2
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
Global-Local Collaborative Inference with LLM for Lidar-Based Open-Vocabulary DetectionCode1
Attention-aware Semantic Communications for Collaborative InferenceCode1
LiveMind: Low-latency Large Language Models with Simultaneous InferenceCode1
GREAT: Geometry-Intention Collaborative Inference for Open-Vocabulary 3D Object Affordance GroundingCode1
MLink: Linking Black-Box Models from Multiple Domains for Collaborative InferenceCode1
SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation LearningCode1
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