Learning-Augmented Algorithms

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5 papers in the last four weeks, against 2 the four weeks before. 0.0% of all new papers.

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  1. Online Allocation with Unknown Shared Supply

    May 8, 2026Tzeh Yuan Neoh, Davin Choo, Mengchu Yue +1Inventory ControlSequential Decision Making

    Harvard University

  2. Machine Learning-Augmented Acceleration of Iterative Ptychographic Reconstruction

    May 1, 2026Bowen Zheng, Katayun Kamdin, David Shapiro +10Image ReconstructionLearning-Augmented Algorithms

    Advanced Light Source, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA · Department of Physics, Massachusetts Institute of Technology, Cambridge, MA 02139, USA · Department of Materials Science and Engineering, University of California Davis, Davis, CA 95616, USA +6

  3. Asymptotically Robust Learning-Augmented Algorithms for Preemptive FIFO Buffer Management

    Apr 29, 2026Wen-Han Hsieh, Ya-Chun LiangCompetitive AnalysisLearning-Augmented Algorithms

    Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan

  4. Incremental Strongly Connected Components with Predictions

    Apr 28, 2026Ronald Deng, Samuel McCauley, Aidin Niaparast +5Learning-Augmented Algorithms

    Williams College · Carnegie Mellon University

  5. A-IC3: Learning-Guided Adaptive Inductive Generalization for Hardware Model Checking

    Apr 23, 2026Xiaofeng Zhou, Guangyu Hu, Hongce Zhang +1Formal Hardware VerificationLearning-Augmented Algorithms

    The Hong Kong University of Science and Technology · The Hong Kong University of Science and Technology (Guangzhou)

  6. Graph Neural Network-Informed Predictive Flows for Faster Ford-Fulkerson and PAC-Learnability

    Apr 23, 2026Eleanor Wiesler, Trace BaxleyImage SegmentationGraph Neural Networks

    1Harvard Department of Mathematics. · 2Harvard Department of Computer Science.

  7. AAC: Admissible-by-Architecture Differentiable Landmark Compression for ALT

    Apr 22, 2026An T. Le, Vien NgoLearning-Augmented Algorithms

    Center for AI Research, VinUniversity, Vietnam · VinRobotics, Vietnam · Intelligent Autonomous Systems, TU Darmstadt, Germany

  8. Learning Unanimously Acceptable Lotteries via Queries

    Apr 19, 2026Davin Choo, Paul W. Goldberg, Nicholas TehQuery ComplexityLearning-Augmented Algorithms

    Harvard University, USA · University of Oxford, UK

  9. CRINN: Contrastive Reinforcement Learning for Approximate Nearest Neighbor Search

    Aug 4, 2025Xiaoya Li, Albert Wang, Guoyin Wang +2Learning-Augmented AlgorithmsApproximate Nearest Neighbor Search

    DeepReinforce Team