Edge-Cloud Computing

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7 papers in the last four weeks, up 75% on the four weeks before. 0.1% of all new papers.

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  1. DySCo: Dynamic Sharding for Collaborative Edge-Cloud LLM Inference with Depth-Synchronized Batching

    Oct 6, 2026Jingpo Xu, Paul Joe Maliakel, Ivona Brandic +1LLM InferenceEdge Computing

    University of Amsterdam Amsterdam, Netherlands · TU Wien Vienna, Austria

  2. Nexus: An Execution Fabric for AI Agents Across Cloud, Edge, and Devices

    Oct 5, 2026Cary Chang, Jialin ZhouLLM Agent ServingRuntime Enforcement for AI Agents

    Nexilume Research

  3. Towards a Cloud Fog Edge System for Smart Building

    Oct 1, 2026Christophe Cérin, Mamadou Sow, Frédéric AndrèsOn-Device TrainingEdge ML

    University Sorbonne Paris Nord LIPN, UMR CNRS 7030 INRIA DATAMOVE Paris/Grenoble, France · University Sorbonne Paris Nord LIPN, UMR CNRS 7030 Villetaneuse, France · National institute of Informatics 2 Chome-1-2 Hitotsubashi, Chiyoda City, Tokyo 101-8430, Japan

  4. ARGOS: Reinforcement Learning-Driven Multidimensional Elasticity for Service Orchestration in the Computing Continuum

    Sep 29, 2026Javier Mateos-Bravo, Sergio Laso, Juan Luis Herrera +3RL ControlOnline Resource Allocation

    Department of Computer Science and Telematics Engineering, University of Extremadura, Spain · Global Process and Product Improvement S.L., Spain · Department of Mechatronics, University of Prishtina, Kosova +2

  5. Where Should Agents Live? Energy-Memory Characterization of Agentic AI for the Edge-Cloud Continuum

    Sep 16, 2026Carolina Fortuna, Vid Hanžel, Tim Strnad +1LLM Inference EfficiencyEnergy-Efficient ML

    Department of Communication Systems, Jožef Stefan Institute, Jamova cesta 39, 1000 Ljubljana, Slovenia

  6. EMMI: Edge Multi-Modal Intelligence for Communication-Efficient MLLM Inference via Fused Representation Compression

    Sep 11, 2026Motahare Mounesan, Irfan KhanEfficient Multimodal InferenceEdge Computing

    Texas A&M University

  7. Smart Adaptive Computing Across the Continuum: LLMs in IoT-Edge-Cloud Resource Management

    Sep 10, 2026Antonino Vaccarella, Lanpei Li, Vincenzo Lomonaco +1Language Model-Based ControlLLM-Guided RL

    Institute of Information Science and Technologies “Alessandro Faedo” (ISTI), National Research Council of Italy (CNR), 56124 Pisa, Italy · Department of Computer Science, University of Pisa, 56127 Pisa, Italy · Department of AI, Data and Decision Sciences, LUISS University, 00197 Rome, Italy

  8. Streaming Hierarchical Inference with Tabular Foundation Models

    Sep 7, 2026Vitor Crista, Afonso Lourenço, Diogo Martinho +1Tabular Foundation ModelsEfficient Inference

    GECAD, Polytechnic of Porto, Portugal

  9. PLATOS: A Power and Latency-Aware Task-Oriented Scheduling Strategy for Healthcare IoT in Fog Computing

    Sep 7, 2026Mohammed Alaa Ala'anzy, Zulfiqar Ahmad, Zhanar MukashInternet of ThingsEdge-Cloud Computing

  10. PPO-STGNN: A Proximal Policy Optimization Approach with Spatio-Temporal Graph Neural Networks for DAG Task Scheduling in Cloud-Edge-End Computing

    Sep 3, 2026Yangshuo Qi, Chenwei Wang, Zihan Shen +1Edge-Cloud Computing

    Beijing University of Posts and Telecommunications, Beijing, China · Google, Mountain View, USA · NanJing University, NanJing, China

  11. Update for Decisions, Not Freshness: Goal-Oriented Status Updating and Selective Offloading at the Network Edge

    Sep 1, 2026Jianpeng Qi, Qiyang Zhang, Chao Liu +5Partially Observable RLCooperative MARL

    IEEE TRANSACTIONS ON MOBILE COMPUTING, VOL. XX, NO. X, MONTH YYYY 1

  12. SPADE: Speculative Decoding for Precise and Low Cost Distributed Edge Cloud Inference

    Aug 13, 2026Divya Jyoti Bajpai, Kishan Kumar Upadhyay, Manjesh Kumar HanawalEdge ComputingCost-Aware Inference

    MLiONS, Department of IEOR, IIT Bombay Mumbai, Maharashtra-400076, India

  13. A Cloud-Edge System for Multimodal Clinical Screening in Resource-Constrained Rural Settings

    Aug 13, 2026Hei Ting, Chan, Chenwei Wu +8Efficient Multimodal InferenceHealthcare

    Una · University of Michigan, Ann Arbor, MI, USA · Massachusetts Institute of Technology, Cambridge, MA, USA +1

  14. Design and Evaluation of an AI-Enabled Cloud-Edge Architecture for Connected Precision Agriculture Farms

    Aug 4, 2026Deckshitha Angadi, Koteshwar Goud Surga, Nagaraju Lakkaraju +6Plant Disease ClassificationEdge Computing

    AI, IoT and Robotics Lab (AIR Lab), UAVs Group, Autonomous Robotics Systems Limited, Hyderabad, India · Department of Microelectronics and VLSI Design, University of Hyderabad, Hyderabad, India · Department of Artificial Intelligence, ThoughtGreen Technologies Private Limited, Hyderabad, India +6

  15. OsteoCAD: A Human-in-the-Loop Cloud-Edge Framework for Bone Tumor Segmentation

    Jul 31, 2026Maximo Rodriguez-Herrero, Dante D. Sanchez-Gallegos, Heriberto Aguirre-Meneses +3Interactive Medical Image SegmentationMedical Image Segmentation

    Department of Computer Science University Carlos III of Madrid, Leganes, Spain · Instituto Nacional de Rehabilitacion “Luis Guillermo Ibarra Ibarra”, Mexico City, Mexico · Cinvestav Tamaulipas, Cd. Victoria, Mexico

  16. The AnyLog Edge Data Fabric

    Jul 30, 2026Roy Shadmon, Mark Davidson, Eric Aquaronne +3Edge ComputingEdge-Cloud Computing

  17. LAST: The Last Query Token Guides Visual Token Pruning for Edge-Cloud Collaborative MLLM Inference

    Jul 30, 2026Feng Yang, Xinrui Ju, Keyang Zhang +6Efficient VLM InferenceVisual Token Pruning

    1City University of Hong Kong · 2Peng Cheng Laboratory

  18. Clustered Edge Intelligence: Beyond Just Convergence of Edge Computing and AI

    Jul 23, 2026Chinmaya Kumar Dehury, Boris Sedlak, Alaa Saleh +4Edge-Cloud ComputingEdge AI

    Department of PComputer Science, IISER Berhampur, Odisha, India · Distributed Systems Group, TU Wien, 1040 Vienna, Austria. · Department of Computer Science, University of Helsinki, 00100 Helsinki, Finland +4

  19. EdgeFaaS: A Function-based Framework for Edge Computing

    Jul 16, 2026Neha Vadnere, Yu-Ting Wang, Yitao Chen +2Edge ComputingInternet of Things

    Arizona State University, Tempe, USA

  20. Hybrid multi-objective evolutionary algorithms for service placement in the computing continuum: a comparative study with genetic traceability

    Jul 14, 2026Sergi Vivo, Carlos Guerrero, Isaac LeraEvolutionary OptimizationMulti-Objective Evolutionary Optimization

    Computer Science Department, University of the Balearic Islands, Crta. Valldemossa km 7.5, Palma, E07122, Illes Balears, Spain.

  21. DynaFilter: Cloud-driven Dynamic Filtering for Satellite Edge Intelligence

    Jul 11, 2026Ziyang Zhang, Jie Liu, Luca MottolaEdge InferenceRemote Sensing

    Politecnico di Milano · Milan, Italy · Harbin Institute of Technology +1

  22. Budget-Adaptive Routing: Skipping the Weak When the Strong Answers Anyway

    Jun 29, 2026Wei Geng, Nitinder Mohan, Jörg OttAdaptive Model RoutingEdge Inference

    Technical University of Munich Munich, Germany · TU Delft Delft, Netherlands

  23. CoVStream: Edge-Cloud Collaboration for Understanding of Long Video Streams

    Jun 22, 2026Xu Liu, Guikun Chen, Zihao Yan +2Streaming Video UnderstandingLong-Video Understanding

    The State Key Lab of Brain-Machine Intelligence, Zhejiang University · vivo Mobile Communication Co., Ltd., Shenzhen, China.

  24. PLAIground: SLO-Driven Runtime Model Selection for Compound AI Systems in the Edge-Cloud-Space Continuum

    Jun 12, 2026Milos Gravara, Cynthia Marcelino, Andrija Stanisic +1Cost-Aware InferenceEdge-Cloud Computing

    Distributed Systems Group TU Wien

  25. Zero Touch Predictive Orchestration: Automating Time-Series Models for the Cloud-Edge Continuum

    Jun 8, 2026Abd Elghani Meliani, Arora Sagar, Adlen Ksentini +1Time Series ForecastingAutomated Machine Learning

    Eurecom Campus SophiaTech, Biot, France · OpenAirInterface Campus SophiaTech, Biot, France

  26. Bandwidth-Efficient and Privacy-Preserving Edge-Cloud Many-to-Many Speech Translation

    May 27, 2026Yexing Du, Kaiyuan Liu, Youcheng Pan +4Speech TranslationSpeech Processing

    Harbin Institute of Technology, Shenzhen, China · Pengcheng Laboratory, Shenzhen, China · Harbin Institute of Technology, Harbin, China

  27. Autonomic Federated-Market Orchestration for the Edge-Cloud Continuum

    May 26, 2026Lauri Lovén, Roberto Morabito, Abhishek Kumar +3Multi-Agent OrchestrationOnline Resource Allocation

    Future Computing Group, University of Oulu, Finland · EURECOM, France · University of Jyväskylä, Finland +2

  28. XWind: A Cross-site Router for Large Language Model Inference Serving at Renewable Energy Farms

    May 22, 2026Tella Rajashekhar Reddy, Atharva Deshmukh, Liangcheng Yu +7Energy-Efficient MLLLM Inference Serving

    Microsoft

  29. DAG-Based QoS-Aware Dynamic Task Placement for Networked Multi-Stage Control Pipelines

    May 19, 2026Thien Tran, Jonathan Kua, Thuong Hoang +3Robotic ControlEdge Computing

    Deakin University, Australia · RMIT University, Vietnam · University of Navarra, Spain +1

  30. Delay-Adaptive Speculation Control for Low-Latency Edge-Cloud LLM Inference

    May 17, 2026Kangkang Sun, Jianhua Li, Xiuzhen Chen +2Sequential Decision MakingOptimal Stopping

    Shanghai Key Laboratory of Integrated Administration Technologies for Information Security, School of Computer Science, Shanghai Jiao Tong University, Shanghai 200240, China · School of Science and Engineering, The Chinese University of Hong Kong, Shenzhen, Guangdong, China