Adaptive Learning

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Period ending 2026-09-07

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A weekly snapshot of new work published in Adaptive Learning.

37 papers

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  1. Structure and Implementation of New Practical English Textbooks Driven by Artificial Intelligence

    Sep 2, 2026Ya Wang, Lei Zhang, Xueguang Yang +1Automated AssessmentAdaptive Learning

  2. Closing the loop in learning with missing data

    Aug 10, 2026Dimitrios Pylorof, Humberto E. GarciaMissingnessAdaptive Learning

  3. Information Routing across Batch Boundaries: Memory--Batch Tradeoffs in Lipschitz Bandits

    Aug 8, 2026Zicheng Lyu, Zengfeng HuangLipschitz ConstantAdaptive Learning

  4. Distill Where You Fail: Recovering Learning Signals of Negative RL-Groups from Adaptive Teacher Guidance

    Aug 1, 2026Zhuowen Han, Jinwei Xiao, Zhengxi Lu +9On-Policy DistillationSparse Rewards

  5. Self-Adaptive Learning and Model Predictive Control for Tracking Unknown Dynamics with No Regret

    Jul 29, 2026Atharva Navsalkar, Hongyu Zhou, Vasileios TzoumasModel Predictive ControlAdaptive Learning

  6. Unified Complex-valued Neural Network: A Magnitude-Phase Computational Model for Event-Driven Neuromorphic Learning

    Jun 27, 2026Reza Ahmadvand, Sarah Safura Sharif, Yaser Mike BanadNeuromorphic HardwareNeural Model

  7. Analysis of Adam Algorithms for Stochastic Dynamic Systems

    Jun 27, 2026Xin Zheng, Yifei Jin, Lei GuoAdamNon-Stationarity

  8. Learning to Adapt: Reptile-D-Learning for Robust and Efficient Control Under Parametric Uncertainty

    Jun 24, 2026Haipeng Cao, Zhaolong Shen, Quan QuanRobust ControlLyapunov Function

  9. LLM-ACES: Closed-Loop Discovery of Dynamical Systems with LLM-Guided Adaptive Search

    Jun 23, 2026Nikhil Abhyankar, Sha Li, Sanchit Kabra +3Dynamical SystemsSymbolic Regression

  10. Counterfactual learning of new adaptive instructional policies using logged data

    Jun 22, 2026Samuel Girard, Sein Minn, Amel Bouzeghoub +1Adaptive CurriculumAdaptive Learning

  11. Transfer Learning Across Policy Regimes in Adaptive Multi-Agent Systems

    Jun 15, 2026Roberto GarroneReinforcement-Learning PoliciesTransfer Learning

  12. Exploratory Responsiveness and Adaptive Rigidity under AI-Assisted Optimization

    Jun 8, 2026Balaraju BattuAdaptive LearningRigid Objects

  13. A physical adaptive material motor unit neural network: a hygromorph composite material machine

    Jun 5, 2026Charles de Kergariou, David Correa, Adam W. Perriman +2Soft Pneumatic ActuatorsNeural Control

  14. Hybrid Adaptive Kalman Filtering for Data-Efficient Joint Tracking and Classification

    Jun 1, 2026Jiho Lee, Nisar R. Ahmed, Rebecca RussellAdaptive LearningCovariance Estimation

  15. A Theoretical and Experimental Study of a Novel Adaptive Learning Algorithm

    May 28, 2026Sakshi Kumari, Shyam Kumar M, Sushmitha PAdaptive OptimizersOptimization Convergence Analysis

  16. Estimating Learners' Skill Acquisition Without Temporal Information

    May 22, 2026Ryosuke Nagai, Kyohei Atarashi, Koh Takeuchi +2Unsupervised Skill DiscoveryAdaptive Learning

  17. FashionLens: Toward Versatile Fashion Image Retrieval via Task-Adaptive Learning

    May 21, 2026Haokun Wen, Xuemeng Song, Xinghao Xie +3Composed Image RetrievalGarments

  18. Estimating Item Difficulty with Large Language Models as Experts

    May 18, 2026Diana Kolesnikova, Kirill Fedyanin, Abe D. Hofman +2Item Response TheoryLarge Language Model Evaluation

  19. Beyond Predefined Learning Objects: A Thinking-Learning Interaction Model for Up-to-Date Autonomous Robot Learning

    May 17, 2026Hong SuScalable Robot LearningAdaptive Learning

  20. Artificial Adaptive Intelligence: The Missing Stage Between Narrow and General Intelligence

    May 16, 2026Boris KriukArtificial Intelligence SystemsGeneral Intelligence

  21. Can Vision Language Models Be Adaptive in Mathematics Education? A Learner Model-based Rubric Study

    May 15, 2026Jie Gao, Yongan Yu, Junzhu Su +3Adaptive CurriculumAdaptive Learning

  22. Online Continual Learning with Dynamic Label Hierarchies

    May 12, 2026Xinrui Wang, Shao-Yuan Li, Bartłomiej Twardowski +2Efficient Continual LearningContinual Learning

  23. Consolidation-Expansion Operator Mechanics:A Unified Framework for Adaptive Learning

    May 11, 2026Debashis GuhaAdaptive LearningConsolidation

  24. Adaptive Data Harvesting for Efficient Neural Network Learning with Universal Constraints

    May 10, 2026Siteng Kang, Xinhua ZhangConventional Physics-Informed Neural NetworksAdaptive Learning

  25. Same Signal, Opposite Meaning: Direction-Informed Adaptive Learning for LLM Agents

    May 7, 2026Ziming Li, Jiatan Huang, Xiaoguang Guo +2Large Language Model AgentsGating

  26. Adaptive Learning Strategies for AoA-Based Outdoor Localization: A Comprehensive Framework

    May 6, 2026Bac Trinh-Nguyen, Sara Berri, Sin G. Teo +2Orthogonal Frequency-Division MultiplexingLocalization

  27. Adaptivity Under Realizability Constraints: Comparing In-Context and Agentic Learning

    May 6, 2026Anastasis Kratsios, A. Martina Neuman, Philipp PetersenAdaptive LearningIn-Context Learning

  28. Hierarchical adaptive control for real-time dynamic inference at the edge

    Apr 29, 2026Francesco Daghero, Mahyar Tourchi Moghaddam, Mikkel Baun KjærgaardAdaptive LearningLow-Latency Systems

  29. Compositional Meta-Learning for Mitigating Task Heterogeneity in Physics-Informed Neural Networks

    Apr 29, 2026Beomchul Park, Minsu Koh, Heejo Kong +1Conventional Physics-Informed Neural NetworksPartial Differential Equations

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

    Apr 23, 2026Xiaofeng Zhou, Guangyu Hu, Hongce Zhang +1Probabilistic Model CheckingAdaptive Learning

  31. SAMoRA: Semantic-Aware Mixture of LoRA Experts for Task-Adaptive Learning

    Apr 21, 2026Boyan Shi, Wei Chen, Shuyuan Zhao +4Low-Rank Adaptation ExpertsMulti--Task Learning

  32. Uncertainty-aware Generative Learning Path Recommendation with Cognition-Adaptive Diffusion

    Apr 16, 2026Xiangrui Xiong, Hang Liang, Baiyang Chen +2Recommendation ArchitectureUncertainty-Aware Teachers

  33. Arapai: An Offline-First LLM Architecture for Adaptive Learning in Low-Connectivity Environments

    Feb 14, 2026Joseph Walusimbi, Ann Move Oguti, Joshua Benjamin Ssentongo +1Interactive LearningArtificial Intelligence Infrastructure

  34. Developing an LLM-Based Feedback System Grounded in Evidence-Centered Design to Support Physics Problem Solving

    Dec 11, 2025Holger Maus, Fabian Kieser, Stefan Petersen +2Physics ProblemNatural Language Feedback

  35. Automatic Extraction of Road Networks by using Teacher-Student Adaptive Structural Deep Belief Network and Its Application to Landslide Disaster

    Nov 4, 2025Shin Kamada, Takumi IchimuraLandslidesRoadside

  36. Composite Reward Design in PPO-Driven Adaptive Filtering

    May 29, 2025Abdullah Burkan BereketogluEquivariant FilterNoise-Aware

  37. Reinforcement Federated Learning Method Based on Adaptive OPTICS Clustering

    Jun 22, 2023Tianyu Zhao, Junping Du, Yingxia Shao +1Adaptive LearningOptical