Adaptive Model Routing

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7 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. Adaptive Machine Learning Framework for UAV Trajectory Optimization in O-RAN

    Jun 23, 2026Chenrui Sun, Swarna Bindu Chetty, Gianluca Fontanesi +3Trajectory OptimizationAdaptive Model Routing

  2. Expert-Driven Survival Machines: Improving Stratification and Interpretability in Multiple Clinical Cohorts

    Jun 12, 2026Farica Zhuang, Zixuan Wen, Christos Davatzikos +1Adaptive Model RoutingSurvival Analysis

    University of Pennsylvania Philadelphia, Pennsulvania, USA

  3. Brick: Spatial Capability Routing for the Mixture-of-Models (MoM) Paradigm

    Jun 11, 2026Francesco Massa, Marco CristofanilliAdaptive Model RoutingCost-Aware Inference

  4. TimeRouter: Efficient and Adaptive Routing of Time-Series Foundation Models

    Jun 10, 2026Kanghui Ning, Yushan Jiang, Kashif Rasul +3Adaptive Model RoutingTime Series Forecasting

    School of Computing, University of Connecticut, Storrs, USA · Department of Machine Learning Research, Morgan Stanley, New York, USA.

  5. A Unified Adaptive Feature Composition Framework for Multi-Task Generalization in Wireless Foundation Models

    Jun 9, 2026Yuxuan Shi, Tingting Yang, Kangning Ma +4Wireless Foundation ModelsAdaptive Model Routing

    Department of Broadband Communication, Pengcheng Laboratory, Shenzhen, 518000, China

  6. Lane Change Trajectory Planning for Personalized Driving Comfort and Mobility Efficiency

    Jun 5, 2026Haoxuan Dong, Dongjun Li, Ziyou SongAdaptive Model RoutingMotion Planning

    Department of Mechanical Engineering National University of Singapore Singapore 117575, Singapore · Department of Electrical Engineering and Computer Science University of Michigan Ann Arbor, MI 48109, USA

  7. Reusing Fusion-Time Spectral Reliability for Adaptive Fusion and Expert Routing in RGB-Infrared Object Detection

    May 31, 2026Yefeng WuMultimodal RobustnessAdaptive Model Routing

  8. Deft Scheduling of Dynamic Cloud Workflows with Varying Deadlines via Mixture-of-Experts

    May 31, 2026Ya Shen, Gang Chen, Hui Ma +1Adaptive Model RoutingMixture-of-Experts Models

    School of Engineering and Computer Science, Victoria University of Wellington, Wellington, New Zealand

  9. Routing on the Stiefel Manifold: When Does Adaptive Subspace Selection Help for Cross-Domain EEG Decoding?

    May 29, 2026Isabella Costa Maia, Pedro L. C. Rodrigues, Salem Said +1Cross-Subject EEG DecodingStiefel Manifold Optimization

    GIPSA-lab, University Grenoble Alpes, CNRS, Grenoble-INP · Univ. Grenoble Alpes, Inria, CNRS, Grenoble INP, LJK · Univ. Grenoble Alpes, CNRS, Grenoble INP, LJK

  10. Graph-Conditioned Mixture of Graph Neural Network Experts for Traffic Forecasting

    May 28, 2026Amirhossein Ghaffari, Saeid Sheikhi, Ekaterina GilmanAdaptive Model RoutingMixture-of-Experts Models

    Future Computing Group, University of Oulu

  11. A Minimal Bifurcation Model of Load Imbalance in a Softmax Mixture-of-Experts Router

    May 27, 2026O. M. KiselevDynamical SystemsExpert Load Balancing

    Innopolis University, Innopolis, Russia

  12. The Routing Plateau: Understanding the Accuracy Limits of LLM Routers

    May 27, 2026Yifan Lu, Qiyue Zhang, Shenrun Zhang +4LLM EvaluationAdaptive Model Routing

    Rice University · Amazon

  13. Continual Model Routing in Evolving Model Hubs

    May 27, 2026Jack Bell, Giacomo Carfì, Gerlando Gramaglia +1Adaptive Model Routing

    Department of Computer Science, University of Pisa, Pisa, Italy · LUISS University, Rome, Italy

  14. Towards Generalization-Oriented Models for Vehicle Routing Problems with Mixture-of-Experts

    May 26, 2026Changhao Miao, Yuntian Zhang, Tongyu Wu +2Reinforcement LearningAdaptive Model Routing

    State Key Laboratory of Autonomous Intelligent Unmanned Systems, Beijing Institute of Technology, Beijing 100081, China · Department of Computer, Control and Management Engineering “Antonio Ruberti”, Sapienza University of Rome, Rome, 00185, Italy · School of AI, Beijing Institute of Technology, Beijing 100081, China

  15. Neural Bayesian Sequential Routing

    May 22, 2026Yongchao HuangUncertainty QuantificationAdaptive Model Routing

  16. Balancing Accuracy and Efficiency: Adaptive Dynamics Orchestration for Model Predictive Control

    May 22, 2026Francesco Cancelliere, Aniket Datar, Giovanni Muscato +1Off-Road Robot NavigationAdaptive Model Routing

    Department of Electrical, Electronic and Computer Engineering (DIEEI), University of Catania, Italy · Department of Computer Science, George Mason University, USA

  17. FlyRoute: Self-Evolving Agent Profiling via Data Flywheel for Adaptive Task Routing

    May 21, 2026Rongjun Li, Ziyu Zhou, Yihang WuAdaptive Model RoutingSelf-Evolving Agents

    IT Innovation and Research Center, Huawei Technologies · h-partners

  18. An Efficient Streaming Video Understanding Framework with Agentic Control

    May 18, 2026Jinming Liu, Jianguo Huang, Zhaoyang Jia +7Streaming Video UnderstandingAdaptive Model Routing

    1Shanghai Jiao Tong University · 2Eastern Institute of Technology, Ningbo, China · 3Microsoft Research Asia

  19. RAMS: Resource-Adaptive and Detection-Conditioned Model Switching for Embedded Edge Perception

    May 14, 2026Kushal Khemani, Evan Leri, George Xu +1Adaptive Model RoutingEdge Inference

    NEXEDGE Research Lab

  20. Routers Learn the Geometry of Their Experts: Geometric Coupling in Sparse Mixture-of-Experts

    May 12, 2026Sagi Ahrac, Noya Hochwald, Mor GevaExpert Load BalancingParameter-Free Mixture-of-Experts Routing

    Blavatnik School of Computer Science and AI, Tel Aviv University

  21. Decomposing Evolutionary Mixture-of-LoRA Architectures: The Routing Lever, the Lifecycle Penalty, and a Substrate-Conditional Boundary

    May 11, 2026Ramchand KumaresanAdaptive Model RoutingEvolutionary Optimization

    Murai Labs

  22. Flexible Routing via Uncertainty Decomposition

    May 8, 2026Charlotte Peale, Siddartha Devic, Parikshit Gopalan +2Uncertainty QuantificationAdaptive Model Routing

    1Stanford University · University of Southern California · 3Apple

  23. Enwar 3.0: An Agentic Multi-Modal LLM Orchestrator for Situation-Aware Beamforming, Blockage Prediction, and Handover Management

    May 4, 2026Ahmad M. Nazar, Abdulkadir Celik, Asmaa Abdallah +3Adaptive Model RoutingWireless Communications

    Department of Electrical and Computer Engineering, Iowa State University (ISU), Ames, IA, 50014, USA · Gladiolus Technological Institute, USA · School of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, U.K. +2

  24. Model Routing as a Trust Problem: Route Receipts for Adaptive AI Systems

    May 3, 2026Vincent SchmalbachAI AccountabilityAdaptive Model Routing

    Independent Researcher

  25. RouteProfile: Graph-Based Profiling for Cold-Start LLM Routing

    Apr 30, 2026Jingjun Xu, Hongji Pu, Tao Feng +3Adaptive Model RoutingLLM Routing

    University of Illinois Urbana-Champaign · Nanyang Technological University

  26. Towards Adaptive Continual Model Merging via Manifold-Aware Expert Evolution

    Apr 24, 2026Haiyun Qiu, Xingyu Wu, Kay Chen TanAdaptive Model RoutingMixture-of-Experts Models

    Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University, Hong Kong, China

  27. Teacher-Guided Routing for Sparse Vision Mixture-of-Experts

    Apr 23, 2026Masahiro Kada, Ryota Yoshihashi, Satoshi Ikehata +2Adaptive Model RoutingSparse Mixture-of-Experts

    Institute of Science Tokyo · Tokyo, Japan · DENSO IT Laboratory

  28. HMR-Net: Hierarchical Modular Routing for Cross-Domain Object Detection in Aerial Images

    Apr 20, 2026Pourya Shamsolmoali, Masoumeh Zareapoor, Michael Felsberg +3Open-Vocabulary Object DetectionAdaptive Model Routing

    Department of Computer Science, University of York, UK · SEIEE, Shanghai Jiao Tong University, China · Computer Vision Laboratory, Linkoping University, Sweden +2

  29. Path-Based Quantum Meta-Learning for Adaptive Optimization of Reconfigurable Intelligent Surfaces

    Apr 20, 2026Noha Hassan, Xavier Fernando, Halim YanikomerogluAdaptive Model RoutingReconfigurable Intelligent Surfaces

    Department of Systems and Computer Engineering, Carleton University, Ottawa, ON, Canada · Department of Electrical, Computer, and Biomedical Engineering, Toronto Metropolitan University, Toronto, ON, Canada

  30. Adaptive Semantic Communication for Wireless Image Transmission Leveraging Mixture-of-Experts Mechanism

    Apr 3, 2026Haowen Wan, Qianqian YangAdaptive Model RoutingSparse Mixture-of-Experts

    Polytechnic Institute, Zhejiang University, Hangzhou, China · College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China