Regularization

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53 papers in the last four weeks, up 231% on the four weeks before. 0.5% of all new papers.

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  1. Signal-Noise Factorization Isolates Nuisance Variation into Removable Subspaces

    Sep 30, 2026Sakin Kirti, Joel ZylberbergRegularizationSubspace

    Bioinformatics IDP, Jules Stein Eye Institute University of California, Los Angeles Los Angeles, CA 90095, USA · Jules Stein Eye Institute University of California, Los Angeles Los Angeles, CA, 90095, USA

  2. PMosFM: Preconditioned Manifold Matching for One-Step Physics-Constrained Generation

    Sep 30, 2026Zhangyong Liang, Haibin LingFew-Step GenerationRegularization

    Department of Artificial Intelligence Westlake University

  3. Prototype-Rule Neurosymbolic Regularization for Rank-Constrained Tensor Neural Networks under Label Scarcity

    Sep 30, 2026Eftychios Protopapadakis, Konstantinos Makantasis, Konstantinos M. GiannoutakisRegularizationNeural Network

    Department of Applied Informatics, University of Macedonia, 156 Egnatia Street, 54636 Thessaloniki, Greece · Department of Artificial Intelligence, Faculty of Information & Communication Technology, University of Malta, Msida, Malta

  4. Accelerated Algorithm for Sparse Regularized Partial Optimal Transport

    Sep 30, 2026Khoa Nguyen, Dung T. Nguyen, Thong Huynh +4Differentiable Optimal TransportRegularization

    Aalto University, Konemiehentie 2, 02150 Espoo, Finland · Linköping University, 581 83 Linköping, Sweden · Hanoi University of Science and Technology, Hanoi, Vietnam +4

  5. WEIRDO: WEak resIdual Regularized DOob's h-transform diffusion alignment

    Sep 30, 2026Denis SuchkovDiffusion AlignmentWasserstein Gradient Flows

    HSE University, Russian Federation

  6. Towards Robust Time Series Learning via Capacity-Centric Modulation

    Sep 30, 2026Siru Zhong, Senzhang Wang, James T. Kwok +1Time SeriesRegularization

    Data Science & Analytics Thrust, The Hong Kong University of Science and Technology (GZ), Guangzhou, China · School of Computer Science & Engineering, Central South University, Changsha, China · Dept. of Computer Science & Engineering, The Hong Kong University of Science and Technology, Hong Kong

  7. Ready2Blend: From Natural-Language Instructions to Composable Alignment Prompts

    Sep 30, 2026Jeesu Jung, Hwan Chang, Juseon Do +5Value AlignmentLarge Language Model Adaptation

    Korea Advanced Institute of Science and Technology · Samsung SDS

  8. Whitening Improves Robustness to Spurious Correlations in Linear Probes

    Sep 30, 2026Floris Holstege, Bram Wouters, Noud van Giersbergen +1WhiteningSpurious Correlations

    University of Amsterdam, Department of Quantitative Economics · Tinbergen Institute

  9. UniBuild: Unified Building Mapping From Multi-Source Optical Remote Sensing Imagery With Detail Decoding and Geometry Regularization

    Sep 29, 2026Wei Huang, Chenying Liu, Yilei Shi +1Building Information ModelingRemote Sensing

    Chair of Data Science in Earth Observation, Technical University of Munich, 80333 Munich, Germany

  10. Prior-Driven Enhancements in 3D Gaussian Splatting: Normals and Depths Regularization

    Sep 29, 2026Gyeonggwan Lee, Seunghwan Hong, Junghun SuhGeometric PriorsStructure-From-Motion

    AI R&D Team, KakaoMobility, Korea

  11. FastVR: Efficient Streaming Video Restoration with One-Step Diffusion

    Sep 29, 2026Xiaoxu Chen, Qin Yang, Haoran Bai +2Video RestorationDiffusion Transformers

    Alibaba Group · Xidian University

  12. Provable Benefits of Regularization: Fast Rates for Adversarial Imitation Learning

    Sep 28, 2026Hanbin Zhou, Shangzhe Li, Alexander Braverman +1Entropy Regularized Reinforcement LearningRegularization

    HKUST(GZ) · UNC Chapel Hill · Cornell University

  13. λλ-JEPA Spectral Anti-Collapse Regularization for Self-Supervised Learning

    Sep 28, 2026Berker Demirel, Clémentine Dominé, Valentino Maiorca +3Self-Supervised LearningRegularization

    Institute of Science and Technology Austria (ISTA) Am Campus 1, 3400 Klosterneuburg, Austria

  14. Composable Decoding on the Probability Simplex: Theory and Implementation

    Sep 28, 2026Xiaotong Ji, Ahmed Khaled Khamis, Rasul Tutunov +2ProbabilityRegularization

    Huawei Noah’s Ark Lab · UCL Centre for AI

  15. Multi-Scale Semantic Mapping in Urban Environments via Observation Calibration and Policy Dependence Regularization

    Sep 28, 2026Runling Long, Junhao Feng, Jia WanSemantic MappingUrban Environments

    Harbin Institute of Technology, Shenzhen

  16. Gaussian Neural Networks

    Sep 28, 2026Peter Kuhn, Victoria Heusinger-HeßBayesian Neural NetworksNeural Network

    Fraunhofer Institute for High-Speed Dynamics, Ernst-Mach-Institut, EMI, Germany

  17. Preference-Guided Adaptation for Open-Vocabulary Semantic Segmentation via Prompt Disagreement

    Sep 28, 2026Hyun-Kurl Jang, Jihun Kim, Kuk-Jin YoonOpen-Vocabulary SegmentationSemantic Segmentation

    Visual Intelligence Lab. KAIST

  18. Prox-Friendly Log-Magnitude Prior on Complex-Valued Signal

    Sep 28, 2026Kazuki Matsumoto, Keidai Arai, Kohei YatabeLogarithmic ScalingRegularization

    Tokyo University of Agriculture and Technology (TUAT), Tokyo, Japan

  19. Q-learning Penalized Transformer for Safe Offline Reinforcement Learning

    Sep 28, 2026Shengchao Hu, Peng Wang, Jifeng Hu +5Model-Based Reinforcement LearningQ-Learning

    Shanghai Jiao Tong University, China · Shenzhen Campus of Sun Yat-sen University, China · Jilin University, China +1

  20. Riemannian Difference-of-Convex Optimization for K-Means Clustering

    Sep 28, 2026Meng Xu, Bo Jiang, Hanfu Zhang +2K-MeansNonconvex

    AMSS, Chinese Academy of Sciences, and University of Chinese Academy of Sciences, Beijing, China · Ministry of Education Key Laboratory of NSLSCS, School of Mathematical Sciences, Nanjing Normal University, Nanjing, China · Ministry of Education Key Laboratory of Mathematics and Information Networks, School of Mathematical Sciences, Beijing University of Posts and Telecommunications, Beijing, China +1

  21. Loop Dropout: Regularizing Shared Updates in Looped Language Models

    Sep 28, 2026Zirui Zhu, Hailun Xu, Xuanlei Zhao +5DropoutRegularization

  22. Beyond One Epoch: Uncertainty-Weighted Sensitivity Regularization for Recommendation Models

    Sep 28, 2026Richard Lettich, Shagun GuptaEpochRegularization

    Meta Platforms, Inc. Menlo Park, CA, USA

  23. WhiteCon: Semi-Supervised Domain Adaptation Regression Through Whitening Transform and Dual Consistency

    Sep 28, 2026Se Jin Sim, Seoung Bum KimDomain AdaptationWhitening

    School of Industrial and Management Engineering Korea University, Seoul, Republic of Korea

  24. When Known Physics Helps Neural PDE Models: Residual Constraints Out-Regularize Generic Priors for Nonlinear Dynamics

    Sep 27, 2026Zahra Farazpay, Aniruddha BoraNeural Partial Differential Equation SolversHeat Diffusion

    Department of Physics Louisiana Tech University Ruston, LA, USA · Department of Computer Science Texas State University San Marcos, TX, USA

  25. Towards Eliminating Catastrophic Forgetting in the Curriculum Learning of Math Reasoning Tasks

    Sep 27, 2026Zengyan Yang, Yangyang Wu, Kai Huang +3Catastrophic ForgettingCurriculum

    Zhejiang University · Ant Group

  26. BranchShine-CR: Compact Multilingual IPA Transcription with Self-Conditioned CTC and Consistency Regularization

    Sep 24, 2026Nikhil Navas, Sergio Chevtchenko, Talisson Damiao +1Grapheme-To-PhonemeRegularization

    International Centre for Neuromorphic Systems, Western Sydney University · Neurabuild

  27. Automatic Rank Allocation for Low-Rank Adaptation in Large Language Models via lp Regularization

    Sep 24, 2026Zebang Xie, Chuanyang Zheng, Yik-Chung Wu +1RegularizationImportance

    National University of Singapore, Singapore · Huawei, Hong Kong · The University of Hong Kong, Hong Kong +1

  28. Policy Complexity, Reaction Time, and Bounded Rationality in Reinforcement Learning

    Sep 23, 2026James Wu, Chris R. SimsRationalityGeneral Intelligence

    Department of Computer Science Rensselaer Polytechnic Institute Troy, NY, 12180 · Department of Cognitive Science Rensselaer Polytechnic Institute Troy, NY, 12180

  29. Minimal-Norm Univariate Two-Layer ReLU Classification: Exact Solutions and Global Optimality with Skip Connections

    Sep 23, 2026Karolina Drabik, Ben Lewis, Antoni Puch +4Rectified Linear Unit NetworksRegularization

    Department of Mathematics, Informatics and Mechanics, University of Warsaw, Poland · Department of Computer Science, University of Warwick, UK · INRIA & LMO, Université Paris-Saclay, France

  30. Robust Adversarial Reinforcement Learning with Risk Sensitivity and Critic Consistency Regularization

    Sep 23, 2026Jiaxi Wu, Tiantian Zhang, Yuxing Wang +2Reinforcement Learning BaselineRegularization

    Shenzhen International Graduate School, Tsinghua University Shenzhen, China

  31. CARE: Condition-Aware Representation Regularization for Diffusion Models

    Sep 23, 2026Fengjia Guo, Zhuoyi Yang, Jie TangText-Conditioned Diffusion ModelDiffusion Models

    Department of Computer Science and Technology, Tsinghua University, Beijing, China.

  32. Quantization-Robust Unlearning through the Lens of Retain-Forget Loss Landscapes Interaction

    Sep 23, 2026Jialu Wang, Jianing Deng, Shuqing Luo +6Large Language Model UnlearningLarge Language Model Quantization

    University of North Carolina at Chapel Hill · University of Pittsburgh · University of Arizona +1

  33. Double Descent and Malign Overfitting in Diffusion Models

    Sep 22, 2026Raphaël Urfin, Tony Bonnaire, Giulio Biroli +1OverfittingOverparameterization

    Laboratoire de Physique de l’École normale supérieure, ENS, Université PSL, CNRS, Sorbonne Université, Université Paris Cité, F-75005 Paris, France · Université Paris-Saclay, CNRS, Institut d’Astrophysique Spatiale, 91405 Orsay, France · Department of Computing Sciences, Bocconi University, Milano, Italy

  34. Topological Signal Processing With Unoriented Operators

    Sep 21, 2026Andrea Cavallo, Varun Sarathchandran, Geert Leus +1Graph Signal ProcessingTensor Decomposition

    Delft University of Technology, Delft, Netherlands

  35. GAPS: Generative Active Pseudo-view Selection for Sparse-View 3D Gaussian Splatting

    Sep 20, 2026Hongfei Zhu, Haochen Deng, Sitao Zhang +1Novel View Synthesis3D Generation

    Shanghai Jiao Tong University, 800 Dongchuan Road, Shanghai, 200240, Shanghai, China · Goertek Inc., No. 268 Dongfang Road, Hi-tech Industrial Development Zone, Weifang, 261031, Shandong, China · Fudan University, 220 Handan Road, Shanghai, 200433, Shanghai, China

  36. Regularized Least Squares Training of Quadratic Neural Networks with Applications to System Identification

    Sep 15, 2026Luis Rodrigues, Zachary Yetman Van Egmond, Mohammad R. Amiri FardLeast SquaresSystem Identification

    Department of Electrical and Computer Engineering Concordia University Montr´eal, QC, Canada

  37. Type-IV Code Clone Detection via Layer-Wise Non-Contrastive Representation Learning

    Sep 15, 2026Luciano Marchezan, Kevin Delcourt, Eugene Syriani +1Contrastive LearningDiscriminative Models

    Universit´e de Montr´eal. Montreal, QC, Canada

  38. PSMP-CLIP: Patch-Prompt SAM and Multi-Semantic Prompting for CLIP-Based Zero-Shot Anomaly Detection

    Sep 15, 2026Xuezhi Xiang, Guanghao Wu, Heqi Xiang +4Multimodal Anomaly DetectionFew-Shot Segmentation

    Information and Communication Engineering, Harbin Engineering University, Harbin, China · Key Laboratory of Advanced Marine Communication and Information Technology, Harbin, China · Department of Computer Science, University of Toronto, Toronto, ON M5S 2E4, Canada +1

  39. Beyond Safe Answers: Segment-Aware Listwise Alignment for Reasoning Safety in Large Reasoning Models

    Sep 14, 2026JungMin Yun, Junehyoung Kwon, Hayeong Ryu +3Large Reasoning ModelsReasoning Skills

    Department of Artificial Intelligence, Chung-Ang University · Graduate School of Advanced Imaging Sciences, Multimedia and Film, Chung-Ang University

  40. Weakly Supervised Spatial Grounding for Discriminative Attention-Based Ultrasound-Histopathology Alignment in Prostate Cancer Grading

    Sep 14, 2026Obed Korshie Dzikunu, Emma Willis, Mohammad Mahdi Abootorabi +7Prostate Magnetic Resonance ImagingDigital Pathology

    Department of Electrical and Computer Engineering, University of British Columbia, Vancouver, Canada · Vector Institute, Toronto, Canada · School of Computing, Queen’s University, Kingston, Canada +3

  41. Zero-SNR Analyticity of the Scalar MMSE Is Equivalent to Gaussianity

    Sep 14, 2026Yixing ZhangNon-GaussianityProbability Measures

  42. A Unified and Constrained View of Regularization-Based Robust Reinforcement Learning

    Sep 14, 2026Amine Andam, Jamal Bentahar, Mustapha HedabouRegularizationAdversarial Training

    Mohammed VI Polytechnic University · Khalifa University · Concordia University

  43. Dimension-Corrected Hitting Times for Heavy-Tailed Spectral Emergence in Neural Optimizer Dynamics

    Sep 14, 2026Zongmin LiuLong-Tailed DistributionSpectral

    Stanford University

  44. When Greedy Sampling Explores: KL-Regularized Contextual Bandits without Eluder-Dimension Dependence

    Sep 11, 2026Zichen Wang, Haoyang Hong, Huazheng WangContextual Bandit FrameworkKullback-Leibler Regularization

    Department of ECE and CSL, University of Illinois Urbana-Champaign · School of Electrical Engineering and Computer Science, Oregon State University

  45. Data Scarcity and Model Sparsity: Mixtures-of-Experts Overfit More to Repeated Data

    Sep 10, 2026Atindra Jha, Margaret Li, Jure Leskovec +2Mixture-Of-ExpertsOverfitting

    Stanford University · Paul G. Allen School of Computer Science, University of Washington

  46. Predicting Privacy Leakage from Weight Spectral Density

    Sep 10, 2026Richard J. Preen, Jim SmithMembership Inference AttacksPrivacy

    Department of Computer Science and Creative Technologies University of the West of England Bristol, UK BS16 1QY

  47. Isotropic Embedding Perturbations for Robust Vision Language Encoders

    Sep 9, 2026Hyesong Choi, Daeun Kim, Song Park +5Data AugmentationSingle-Cell Foundation Models

    Soongsil Univ. · NAVER AI Lab · Ewha W. Univ.

  48. Beyond Conventional Federated Learning via High-Order Regularization

    Sep 9, 2026Alireza Kabgani, Masoud AhookhoshFederated LearningRegularization

    Department of Mathematics, University of Antwerp, Antwerp, Belgium

  49. Why Learning Rediscovers the Closed-Form Diagonal Regularizer

    Sep 9, 2026Jeahn Han, Pyojin KimRegularizationBayesian Inverse Problems

    GIST

  50. Explaining f-Divergence-Based Regularization via Local Curvature and Sharpness-Aware Minimization

    Sep 8, 2026Nour Jamoussi, Marios KountourisSharpness-Aware MinimizationLocal Curvature

    Communication Systems Department EURECOM France · Department of Computer Science and Artificial Intelligence, University of Granada, Spain

  51. CAR-MIL: Counterfactual Attention Regularization for Multiple Instance Learning

    Sep 8, 2026Imane Chraki, Pierre Marza, Stergios Christodoulidis +1Multiple Instance LearningAttention Layers

    Université Paris-Saclay, CentraleSupélec, Gustave Roussy, INSERM, IHU PRISM, Cancer Data Science Unit, France · Université Paris-Saclay, CentraleSupélec, MICS Laboratory, France

  52. Geographically Regularized AUC-Maximizing Personalized Federated Learning

    Sep 8, 2026Mayu Hiraishi, Kensuke Tanioka, Toshio ShimokawaHealthcarePatients

    Department of Medicine · Wakayama Medical University · Wakayama, Japan +3

  53. PocketVE: Stable and Property-Guided Structure-Based Drug Design with Variance-Exploding Diffusion

    Sep 8, 2026Peining Zhang, Jinbo BiMolecular GenerationDiffusion Models

    University of Connecticut Storrs, Connecticut 06269, USA

  54. Making Every Tool Call Count: Necessary Tool-Evidence Path Rewards for Agentic Vision-Language Models

    Sep 3, 2026Xingming Long, Yu Liu, Zhiwei Yang +7Recent Vision-Language ModelsProcess-Level Supervision

    MiLM Plus, Xiaomi Inc.3 · Institute of Information Engineering, Chinese Academy of Sciences1 · Department of Machine Learning, Carnegie Mellon University2

  55. STARS-GS: Structure-Aware Regularized Gaussian Splatting for Large-Scale Aerial Surface Reconstruction

    Sep 3, 2026Bocheng Li, Wenjuan Zhang, Jie Pan. Dongxu Han +3Surface ReconstructionAerial Imagery

    b,c · c · a,∗ +2

  56. Sensing Which Modality Matters: Evidence-Gated Regularization for Robust VLA Policies

    Sep 2, 2026Yue Yang, Diego Romeres, Chiori Hori +3Sensory FeedbackModalities

    Department of Computer Science, University of North Carolina at Chapel Hill · 2Mitsubishi Electric Research Laboratories (MERL)

  57. Test-Time Logit Prompting for Source-Free Missing Modality Adaptation

    Sep 2, 2026Taixi Chen, Nancy GuoVision-Language Model AdaptationLogit Lens

    School of Computing State University of New York at Binghamton

  58. Consistency as Regularization for Unsupervised Shadow Removal

    Sep 1, 2026Anh-Kiet Duong, Petra Gomez-Krämer, Jean-Michel CarozzaVideo Object RemovalUnsupervised

    L3i Laboratory, La Rochelle University, 17042 La Rochelle Cedex 1, France · LIENSs Laboratory, La Rochelle University, 17042 La Rochelle Cedex 1, France

  59. Convergence rates for the RMSprop optimizer with full control of the hyperparameters

    Aug 31, 2026Steffen Dereich, Arnulf JentzenAdamStochastic Convex Optimization

  60. ACTD: Anchor-Based Cross-Tokenizer Distillation with Residual Regularization

    Aug 30, 2026Huiyi Zhang, Zijian Li, Xiaocheng Feng +4Teacher-Student DistillationKnowledge Distillation

    1Harbin Institute of Technology · 2Peng Cheng Laboratory