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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 1–50 of 68 papers

TitleStatusHype
Petals: Collaborative Inference and Fine-tuning of Large ModelsCode6
GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist CollaborationCode2
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
Attention-aware Semantic Communications for Collaborative InferenceCode1
SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation LearningCode1
Global-Local Collaborative Inference with LLM for Lidar-Based Open-Vocabulary DetectionCode1
MLink: Linking Black-Box Models from Multiple Domains for Collaborative InferenceCode1
Collaborative Inference over Wireless Channels with Feature Differential Privacy—0
Synergy: Towards On-Body AI via Tiny AI Accelerator Collaboration on Wearables—0
Communication-Efficient Split Learning Based on Analog Communication and Over the Air Aggregation—0
DeepAdaIn-Net: Deep Adaptive Device-Edge Collaborative Inference for Augmented Reality—0
Deep Reinforcement Learning for Trajectory Path Planning and Distributed Inference in Resource-Constrained UAV Swarms—0
DeViT: Decomposing Vision Transformers for Collaborative Inference in Edge Devices—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
DVFO: Learning-Based DVFS for Energy-Efficient Edge-Cloud Collaborative Inference—0
EARLIN: Early Out-of-Distribution Detection for Resource-efficient Collaborative Inference—0
Edge AI: On-Demand Accelerating Deep Neural Network Inference via Edge Computing—0
Edge-device Collaborative Computing for Multi-view Classification—0
Towards Efficient Object Re-Identification with A Novel Cloud-Edge Collaborative Framework—0
Emergency Computing: An Adaptive Collaborative Inference Method Based on Hierarchical Reinforcement Learning—0
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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