Expert Routing

Ask about this topic

Momentum

13 papers in the last four weeks, up 160% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 79

All topics
CardsList

  1. Relax Within, Balance Across: Geometry-Guided Load Balancing for Vision-Language Mixture-of-Experts

    Aug 1, 2026Ziang Wu, Peng Jin, Qishen Yin +4Expert Load BalancingVision-Language Models

    2Peng Cheng Laboratory · School of Software and Microelectronics, Peking University · 1Shenzhen Graduate School, Peking University +2

  2. EntropyMoE: Entropy-Aware Sparse Expert Routing for Tokenizer-Free LLMs

    Jul 31, 2026Bo Liu, Muxuab Yu, Yu Zhang +2Sparse Mixture-of-ExpertsByte-Level Language Model

    University of Bristol · School of Automation Science and Electrical Engineering,Beihang University, Beijing, China · University of Manchester

  3. Beyond Geometric Complementarity: Coherent Overlap in Sparse Mixture-of-Experts Routing

    Jul 30, 2026Huiyuan Tian, Bonan Xu, Shijian LiSparse Mixture-of-ExpertsExpert Routing

    College of Computer Science and Technology, Zhejiang University, Hangzhou, China · Department of Aeronautical and Aviation Engineering, The Hong Kong Polytechnic University

  4. Route by Kinematics, Act by Observation: Kinematics-Supervised Expert Routing in MoE-Augmented VLA

    Jul 29, 2026Tianhang Yang, Yanze Zheng, Junjie Wang +3Robot Policy LearningExpert Routing

    Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China · Pengcheng Lab, Shenzhen, China

  5. Spend Experts Where You Are Unsure: Confidence-Adaptive Routing for Mixture-of-Experts LoRA

    Jul 28, 2026Tom Saliencro, Rohan Desai, Priya Nair +2Parameter-Free Mixture-of-Experts RoutingLLM Inference Acceleration

    University of California, Irvine · University of Washington

  6. OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis

    Jul 27, 2026Zihan Li, Feiyang Liu, Dandan Shan +2Test-Time AdaptationMedical Image Analysis

    University of Washington Seattle, USA · Delft University of Technology Delft, Netherlands · Xiamen University Xiamen, China

  7. Hierarchical Copula-Gumbel-Top-\texorpdfstring{KK}{K} Routing: Two-Sided Dependence Control for Frozen Mixture-of-Experts at Fixed Per-Token Routing Laws

    Jul 25, 2026Richard Yi Da XuCopula ModelsExpert Load Balancing

    Hong Kong Baptist University and TadReamk Limited

  8. Beyond Independent Optimization: Compression, MoE Routing, and Quantization Interactions in Multimodal Edge Intelligence

    Jul 23, 2026Jay Gor, Karm Dave, Akshita Abrol +3Efficient Multimodal InferenceVLM Quantization

    Nirma University · Singapore Institute of Technology, Singapore · Department of CE-AI and Big Data, Marwadi University

  9. Multi-level context Modeling for consistent expert selection in Mixture-of-Experts

    Jul 17, 2026Shuhan Huang, Naifan Zhang, Yuanbo Tang +2Mixture-of-Experts Language ModelsExpert Routing

    Tsinghua Shenzhen International Graduate School, Tsinghua University · School of AI, The Chinese University of Hong Kong (Shenzhen)

  10. From Global to Factor-Wise Expert Composition in Discrete Diffusion Models

    Jul 13, 2026Haozhe Huang, Yudong Xu, Abhijoy Mandal +1Expert RoutingMixture-of-Experts Models

    Department of Computer Science, University of Toronto · Vector Institute for Artificial Intelligence · Department of Mechanical & Industrial Engineering, University of Toronto +1

  11. H-SAGE: Holistic Speaker-Aware Guided Experts for MoE-based Multi-Talker ASR

    Jul 2, 2026Yujie Guo, Jiaming Zhou, Yuhang Jia +2Automatic Speech RecognitionExpert Routing

    TMCC, College of Computer Science, Nankai University, Tianjin, China

  12. Focusing on What Matters: Saliency-Harnessing Accurate Routing for Diffusion MoE

    Jun 25, 2026Haoyou Deng, Keyu Yan, Chaojie Mao +4Expert RoutingDiffusion-Based Image Generation

    Key Laboratory of Image Processing and Intelligent Control, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology · Tongyi Lab, Alibaba Group

  13. GeMoE: Gating Entropy is All You Need for Uncertainty-aware Adaptive Routing in MoE-based Large Vision-Language Models

    Jun 24, 2026Chaoxiang Cai, Minghe Weng, Jie Li +4Efficient VLM InferenceLarge Vision-Language Models

    School of Software Technology, Zhejiang University · College of Computer Science and Technology, Zhejiang University

  14. SARA: Unlocking Multilingual Knowledge in Mixture-of-Experts via Semantically Anchored Routing Alignment

    Jun 24, 2026Tianyu Dong, Yangyang Liu, Jiang Zhou +9Multilingual Language ModelsSparse Mixture-of-Experts

    TJUNLP Lab, School of Computer Science and Technology, Tianjin University, China · Alibaba Group, China

  15. Optimal Scheduling in a Question-Answering Forum of Knowledge Workers

    Jun 18, 2026Rohit Negi, Mustafa YilmazExpert Load BalancingQuestion Answering

    Carnegie Mellon University

  16. Task-Instructed Causal Routing of Vision Foundation Models for Multi-Task Learning

    Jun 14, 2026Donghyun Han, Yuseok Bae, Jung Uk Kim +1Vision Foundation Model AdaptationMulti-Task Learning

    Electronics and Telecommunications Research Institute (ETRI), Korea · Kyung Hee University, Korea · Chonnam National University, Korea

  17. Sticky Routing: Training MoE Models for Memory-Efficient Inference

    Jun 12, 2026Ali KayyamMixture-of-Experts InferenceMemory-Efficient Inference

    BrainChip Inc., Laguna Hills, CA

  18. Redesign Mixture-of-Experts Routers with Manifold Power Iteration

    Jun 10, 2026Songhao Wu, Ang Lv, Ruobing Xie +1Mixture-of-Experts Language ModelsExpert Routing

    Gaoling School of Artificial Intelligence, Renmin University of China · Large Language Model Department, Tencent

  19. PADD: Path-Aligned Decompression Distillation for Non-Router Teacher to Guide MoE Student Learning

    Jun 9, 2026Xinyue Peng, Yi Qian, Jiaojiao Lin +2Mixture-of-Experts Language ModelsExpert Routing

    Intel Corporation, China · Zhejiang University, China

  20. STAR: Rethinking MoE Routing as Structure-Aware Subspace Learning

    Jun 7, 2026Sumin Park, Noseong ParkSparse Mixture-of-ExpertsExpert Routing

    Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea.

  21. Value-and-Structure Alignment for Routing-Consistent Quantization of Mixture-of-Experts Models

    Jun 4, 2026Hancheol Park, Geonho Lee, Tairen Piao +1LLM QuantizationMixture-of-Experts Quantization

    Nota Inc., South Korea.

  22. Expert-Aware Refusal Steering

    Jun 2, 2026Anna C. Marbut, Daniel R. Olson, Travis J. WheelerMixture-of-Experts Language ModelsLanguage Model Steering

    Department of Interdisciplinary Studies University of Montana Missoula, MT, USA · Department of Pharmacy Practice & Science University of Arizona Tucson, AZ, USA · European Bioinformatics Institute European Molecular Biology Laboratory Wellcome Genome Campus, Hinxton, United Kingdom

  23. ProbMoE: Differentiable Probabilistic Routing for Mixture-of-Experts

    Jun 1, 2026Heng Zhao, Zilei Shao, Guy Van den Broeck +1Sparse Mixture-of-ExpertsExpert Routing

    Department of Computer Science, University of Virginia, Charlottesville, USA · Department of Computer Science, University of California, Los Angeles, Los Angeles, USA

  24. PR2: Predictive Routing Replay for MoE-Based LLM Reinforcement Learning

    May 29, 2026Daize Dong, Junlin Chen, Haolong Jia +9RL for Language Model ReasoningExpert Routing

    ♣Rutgers University · ♦AMD · ⋆MBZUAI

  25. 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

  26. AME-TS: Anchored Mixture-of-Experts for Time Series Forecasting

    May 24, 2026Rui Wang, Renhao Xue, Ray Razi +2Sparse Mixture-of-ExpertsTime Series Forecasting

    Amazon Web Services

  27. Safety-Oriented Routing Analysis of Mixtral MoE Under Benign and Harmful Prompts

    May 22, 2026Md Nurul Absar SiddikyMixture-of-Experts Language ModelsExpert Routing

    Department of Electrical and Computer Engineering University of Hawai’i at M¯anoa Honolulu, HI, USA

  28. Can AI Guess What You Know? Performance Comparison of Large Language Models for Human Domain Knowledge Estimation From Communication Logs

    May 21, 2026Ko Watanabe, Shoya IshimaruLLM EvaluationExpert Routing

    DFKI, Kaiserslautern, Germany · Osaka Metropolitan University, Osaka, Japan

  29. Mixture of Experts for Low-Resource LLMs

    May 17, 2026Ori Bar Joseph, Smadar Arvatz, Noam Kayzer +2Mixture-of-Experts Language ModelsExpert Routing

  30. Stable Routing for Mixture-of-Experts in Class-Incremental Learning

    May 17, 2026Zirui Guo, Quan Cheng, Da-Wei Zhou +1Class-Incremental LearningExpert Routing

    State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing, China · School of Artificial Intelligence, Nanjing University, Nanjing, China