Papers Device-Cloud Collaboration
“Device-Cloud Collaboration” 태그가 달린 논문 6편 · 필터 해제
Collaboration of Large Language Models and Small Recommendation Models for Device-Cloud Recommendation
Large Language Models (LLMs) for Recommendation (LLM4Rec) is a promising research direction that has demonstrated exceptional performance in this field. However, its inability to capture real-time user preferences greatl…
Collaborative InferenceDevice-Cloud CollaborationEdge-computingRerankingAdvancements in Recommender Systems: A Comprehensive Analysis Based on Data, Algorithms, and Evaluation
Using 286 research papers collected from Web of Science, ScienceDirect, SpringerLink, arXiv, and Google Scholar databases, a systematic review methodology was adopted to review and summarize the current challenges and po…
Causal InferenceCollaborative FilteringData PoisoningDeep Reinforcement Learning+3Cloud-Device Collaborative Learning for Multimodal Large Language Models
The burgeoning field of Multimodal Large Language Models (MLLMs) has exhibited remarkable performance in diverse tasks such as captioning, commonsense reasoning, and visual scene understanding. However, the deployment of…
Device-Cloud CollaborationKnowledge DistillationScene UnderstandingCloud-Device Collaborative Adaptation to Continual Changing Environments in the Real-world
When facing changing environments in the real world, the lightweight model on client devices suffers from severe performance drops under distribution shifts. The main limitations of the existing device model lie in (1) u…
Device-Cloud Collaborationobject-detectionObject DetectionPrompt Learning+1DUET: A Tuning-Free Device-Cloud Collaborative Parameters Generation Framework for Efficient Device Model Generalization
Device Model Generalization (DMG) is a practical yet under-investigated research topic for on-device machine learning applications. It aims to improve the generalization ability of pre-trained models when deployed on res…
Device-Cloud CollaborationDomain AdaptationImage ClassificationModel Compression+1Device-Cloud Collaborative Recommendation via Meta Controller
On-device machine learning enables the lightweight deployment of recommendation models in local clients, which reduces the burden of the cloud-based recommenders and simultaneously incorporates more real-time user featur…
counterfactualDevice-Cloud CollaborationLightweight Deployment