Online Resource Allocation

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7 papers in the last four weeks, up 17% on the four weeks before. 0.1% of all new papers.

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  1. Optimally Pacing Budget Spending and Learning

    Oct 8, 2026Mark Braverman, Jingyi Liu, Jieming Mao +2Online LearningOnline Resource Allocation

    Department of Computer Science, Princeton University · Google Research

  2. Online Resource Allocation with an Endogenous Markov State: Fewer LP Solves Earn More

    Oct 7, 2026Zhaohua ChenOnline Resource AllocationMarkov Decision Processes

    Taobao & Tmall Group of Alibaba, Renmin University of China

  3. TRACE: Tackling Real-World Resource Assignment Problems via Agentic Heuristic Design

    Oct 1, 2026Jose A. Ayala-Romero, Andres Garcia-Saavedra, Xavier Costa-PerezAutomated Heuristic DesignLLM Agent Orchestration

    NEC Laboratories Europe · i2CAT Foundation and ICREA

  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. ReCo: When to Relocate Sensor Kits under Deployment Constraints -- A NILM Case Study

    Sep 28, 2026Haokun Chen, Yu Tong, Yehai ChenNon-Intrusive Load MonitoringOnline Resource Allocation

    McMaster University Hamilton, ON, Canada · Shanghai Eneintel Technology Co., Ltd. Shanghai, China

  6. A General Framework for Budgeted Threshold Incentives on Request

    Sep 24, 2026Zhuolin Wu, Chengrui Zhu, Wenhua Nie +9Causal Effect EstimationOnline Resource Allocation

    Meituan · National Taiwan University · Tsinghua University +1

  7. Resource-Adaptive Stochastic Gradient Descent for Online Linear Programming without Re-solving

    Sep 23, 2026Jiameng LyuOnline Convex OptimizationOnline Resource Allocation

    Department of Management Science, School of Management, Fudan University, Shanghai 200433, China

  8. FedPGT: Progressive Gradient Transmission for Vehicular Federated Learning over Time-Varying Channels

    Sep 16, 2026Jintao Yan, Tan Chen, Yuxuan Sun +2Communication-Efficient Distributed TrainingOnline Resource Allocation

    Beijing National Research Center for Information Science and Technology, Department of Electronic Engineering, Tsinghua University, Beijing 100084, China. · School of Electronic and Information Engineering, Beijing Jiaotong University, Beijing 100044, China.

  9. Intelligence Under Time Constraints: Rethinking Test-Time Compute

    Sep 14, 2026Xiaotian ZhangInference-Time ScalingInference-Time Compute Allocation

    Trooly.AI

  10. EF1-Constrained Nash Social Welfare with Identical Additive Valuations: Complexity, Guarantees, and Experiments

    Sep 3, 2026Zih-Sian Yang, Yi-Hao Chen, Yu-Te Kuan +3Fair Resource AllocationOnline Resource Allocation

    National Taiwan Ocean University, Keelung City 202301, Taiwan · National Yang Ming Chiao Tung University, Hsinchu City 300, Taiwan

  11. Prediction-Assisted Pricing and Admission for LLM APIs with Stochastic Token Consumption

    Sep 1, 2026Patrick WongLLM ServingLearning-Augmented Algorithms

  12. User-Assisted Collaborative Distributed Inference for Efficient QoS-Aware Autoscaling

    Aug 12, 2026Alfreds Lapkovskis, Ali Beikmohammadi, Sindri Magnússon +1Distributed InferenceOnline Resource Allocation

    Department of Computer Systems and Sciences, Stockholm University SE-106 91 Stockholm, Sweden

  13. FunnelCausalNet: Funnel-aware Joint Conversion-Revenue Uplift for Multi-tier Coupon Allocation

    Aug 12, 2026Yu Zhang, Zhihan Wang, Guanlin Chen +2Conditional Average Treatment Effect EstimationOnline Resource Allocation

    AMap Alibaba Group, Beijing, China · AMap Alibaba Group · Beijing, China

  14. ImpactHO: Importance-Aware KV Cache Transfer for Multi-User Edge LLM Handover

    Aug 11, 2026Minwoo Kim, Soochang Song, Namyoon Lee +2KV CachingEdge Computing

    Department of Electrical Engineering, Pohang University of Science and Technology (POSTECH), Pohang 37673, South Korea · Department of Electrical and Computer Engineering, Ajou University, Suwon 16499, South Korea

  15. MARA: Flow-Matching-Guided Multi-Agent Resource Allocation for Computational Resource Efficient Learning

    Aug 10, 2026Hanye Zhao, Muning Wen, Yong Yu +1Learning-Augmented AlgorithmsOnline Resource Allocation

    Shanghai Jiao Tong University

  16. ScaleSense: Cost-Intelligent Scaling Framework via Learned Resource Estimation in Alibaba AnalyticDB

    Aug 8, 2026Yifan Wu, Yuhan Li, Zhenhua Wang +6Online Resource AllocationRelational Databases

    The State Key Laboratory of Blockchain and Data Security Zhejiang University · Alibaba Cloud Computing

  17. Adaptive Two-Level Allocation of a Conserved Capacity Budget Across Locations and Service Classes

    Aug 7, 2026Simone Mainardi, Kaushal Bansal, Prabhat SinghOnline Resource Allocation

    Network Security Salesforce, Inc. Dublin, Ireland

  18. LLM Inference Under Bursty Workload Distribution: Modifying the WAIT Algorithm

    Aug 6, 2026Anjali Gangadhar Katageria, Shobha Rani, Raghu Nandan SenguptaLLM Inference SchedulingOnline Resource Allocation

    Department of Mathematics, Indian Institute of Technology Dharwad, Dharwad, Karnataka, India · Department of Management Sciences, Indian Institute of Technology Kanpur, Kanpur, Uttar Pradesh, India

  19. ASGE-RR: Agentic Service Graph Embedding with Revisable Reservations for Dynamic AI-Agent Calls

    Aug 6, 2026Trond Vatten, Yuming JiangAgentic WorkflowsOnline Resource Allocation

    Norwegian University of Science and Technology (NTNU), Trondheim, Norway

  20. Hierarchical Server Architecture for Agentic Science

    Aug 5, 2026Vanessa Sochat, Daniel MilroyMulti-Agent CoordinationAI Agents for Scientific Discovery

    Lawrence Livermore National Laboratory Livermore, California, USA

  21. Differentiating Through Dual Prices: End-to-End Policy Learning Under Capacity Constraints

    Aug 5, 2026Mohammadsaeed Haghi, Mahdi Salmani, Nima KelidariConstrained OptimizationDifferentiable Optimization

    University of Southern California

  22. Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges

    Aug 4, 2026Jonaid Shianifar, Blaz Mramor, Fangda Zou +5Online AdvertisingOnline Resource Allocation

    Huawei Ireland Research Center, Dublin, Ireland · Huawei, Nanjing, China

  23. Online Algorithms via Minimax and Posterior Matching

    Aug 3, 2026Thomas Kesselheim, Marco Molinaro, Kalen Patton +1Competitive AnalysisOnline Resource Allocation

    Institute of Computer Science, University of Bonn. · Microsoft Research and PUC-Rio. · School of Mathematics, Georgia Tech. +1

  24. Multi-channel Uplift Policy Learning

    Jul 30, 2026Changjian Liu, Tianyu Wang, Xiaoxuan Deng +7Online Resource Allocation

    Peking University Beijing, China · Alibaba Group Beijing, China · Beihang University Beijing, China +1

  25. Harnessing Large Language Models for Intelligent Resource Allocation in the Internet of Everything

    Jul 29, 2026Haijun Zhang, Zhuojun Duan, Zijun Wu +2Large Language Model-Guided OptimizationInternet of Things

    Hebei Key Laboratory of Space-Air-Ground Intelligent Communication and Beijing Engineering and Technology Research Center for Convergence Networks and Ubiquitous Services, University of Science and Technology Beijing, Beijing, China

  26. Online Fair Division with Budget Constraints

    Jul 25, 2026Saar Cohen, Nicholas Teh, Paul W. Goldberg +1Fair Resource AllocationLearning-Augmented Algorithms

    Department of Computer Science, University of Oxford, UK

  27. Certified-Gap Dual-Price Policies for Real-Time Truckload Bid Acceptance with Relocating, Clock-Constrained Resources

    Jul 18, 2026Aswin ChandrasekaranReal-Time SchedulingIntelligent Transportation Systems

    Bubba AI

  28. From Novice to Expert: Cost-Aware Bandits for Evolving Worker Performance in Crowdsensing

    Jul 15, 2026Yin Huang, Qingsong Liu, Jie XuMulti-Armed BanditsNon-Stationary Bandits

    Manning College of Information and Computer Sciences, University of Massachusetts Amherst

  29. Stateful Worlds, Stateless Elasticity: Exact-State Serving for Interactive World Models

    Jul 11, 2026Jin Li, Jiawei ChenDistributed InferenceOnline Resource Allocation

    Harvard University · Harvard University Cambridge, MA, USA · Independent Researcher

  30. Quota Marketplace: Dynamic Pricing for Efficient Allocation of ML Training Resources

    Jul 9, 2026Balasubramanian Sivan, Renato Paes Leme, Mihai Tiuca +6Fair Resource AllocationDynamic Pricing

    Google · Drexel University