Physics-Guided Machine Learning

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8 papers in the last four weeks, up 167% on the four weeks before. 0.1% of all new papers.

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  1. A Physics-Guided Transformer Framework for Electromigration Analysis in Multi-Segment Interconnects

    Oct 5, 2026Pavlos Stoikos, Anuj Pathania, George FlorosEnergy-Based TransformerPhysics-Guided Machine Learning

    Dept. of Electrical and Computer Engineering University of Thessaly, Greece · University of Amsterdam Amsterdam, The Netherlands · Dept. of Electronic and Electrical Engineering, Trinity College Dublin, Ireland

  2. Physics-Augmented Graph Transformers for Patch-Antenna Forward and Inverse Design

    Oct 4, 2026Avi Epstein, Snir Nehemia, Haim Suchowski +1Physics-Guided Machine Learning

    Tel Aviv University

  3. TopoMamba: A Load-Support Relation-Guided Multi-Directional State-Space Model for Topology Optimization

    Sep 27, 2026Bin Lou, Yuxuan Cheng, Huaizhi Zong +2Topology OptimizationState Space Models

    State Key Laboratory of Fluid Power and Mechatronic Systems Zhejiang University Hangzhou

  4. Physics-Guided Multi-Objective Deep Learning for Ultrasound RF Data Interpolation in Resource-Constrained Imaging

    Sep 23, 2026Luoyuan Zhang, Yiyang You, Ananya Tandri +4Image ReconstructionUltrasound

    University of North Carolina at Chapel Hill, Chapel Hill, NC, USA · Johns Hopkins University, Baltimore, MD, USA

  5. Physics-based prediction, uncertainty quantification and decision-making for IN718 crystallographic texture intensity across LPBF defocus regimes

    Sep 16, 2026Yisheng Lu, John Riris, Jie Song +2Porous MediaCrystal Structure

    Department of Mechanical Engineering, Virginia Tech, Blacksburg, VA 24061, USA · Department of Aerospace & Ocean Engineering, Virginia Tech, Blacksburg, VA 24061, USA · VT Made, Virginia Tech, Blacksburg, VA 24061, USA +1

  6. SNAP3D: Physically Grounded 3D Parts for Assembly from a Single Image

    Sep 14, 2026Yu-Rou Tuan, Hao-Tang Tsui, Nicolas Ugrinovic +23D Models3D Generation

    Carnegie Mellon University

  7. Prescreening Point Defects in Semiconductors With Machine Learning

    Sep 13, 2026Paul Karlsson, Joel Davidsson, Rickard ArmientoDensity Functional TheorySemiconductor Manufacturing

    Department of Physics, Chemistry and Biology, Linköping University, Linköping, Sweden

  8. Development and Validation of a Physics-Guided Machine Learning Extrapolation Framework Using a Classical Transient Diffusion Benchmark

    Sep 9, 2026Ashutosh Yadav, Alok Dubey, Prodyut Ranjan Chakraborty +1ExtrapolationPhysics-Guided Machine Learning

    Department of Mechanical Engineering, Indian Institute of Technology Jodhpur, Jodhpur 342030, India · Department of Aerospace Engineering, Indian Institute of Technology Jodhpur, Jodhpur 342030, India

  9. PCFlow: Physics-Conditioned Flow Matching for GPR B-Scan Image Synthesis

    Sep 7, 2026Zhijie Shen, Chenchen Fu, Xuanhao Chang +2Physics-Guided Machine LearningSynthetic Aperture Radar

    College of Computer Science and Technology, Jilin University, Changchun 130012, China · Symbol Computation and Knowledge Engineering of the Ministry of Education, Jilin University, Changchun 130012, China

  10. History-informed Lagrangian Neural Networks

    Aug 13, 2026Tianshuo Zhang, Xianglei Xing, Wenzhe Zhai +2Lagrangian MethodsParametric Physics-Informed Neural Network

    College of Intelligent Systems Science and Engineering, Harbin Engineering University, Harbin 150001, China

  11. Forward and Inverse Virtual Metrology for Phototransistor Gain: A Hierarchical, Uncertainty-Aware Approach for Small Production Datasets

    Aug 12, 2026Mahshid Amirabgir, Lorenza Ferrario, Paolo Conci +2Semiconductor ManufacturingChip Design

    Micro Nano Facility (MNF), Center for Sensors and Devices, Fondazione Bruno Kessler (FBK), Via Sommarive 18, Povo (Trento), 38123, Italy. · Microfab Solutions, Via Sommarive 18, Povo (Trento), 38123, Italy. · Department of Civil and Environmental Engineering (DICA), Politecnico di Milano, Piazza Leonardo da Vinci 32, Milan, 20133, Italy. +1

  12. Degraded Infrared Small Object Detection via Degradation-Adapted Physics-Guided Restoration

    Aug 10, 2026Xinkai Lu, Wenjun Chen, Yi Li +2Infrared Small Target DetectionAdaptive Histogram Equalization

    National Key Lab of Multispectral Information Intelligent Processing Technology School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Wuhan, China · School of Ocean Engineering, Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China

  13. Physics-Guided Generative AI for Property-Targeted 3D Porous Media Design

    Jul 27, 2026Peng WangGenerative Inverse DesignPorous Media

    Centre for Vision, Speech and Signal Processing (CVSSP), University of Surrey, Guildford, UK

  14. StageGuard: Physiologically Constrained Sleep Staging

    Jul 25, 2026Juntang Wang, Yihan Wang, Hao Wu +3SleepPhysiological Data

    Zu Chongzhi Center, Duke Kunshan University Kunshan, China

  15. Physics Closure Matters for Machine Olfaction: A Maxwell-Stefan Graph Solver for Identifiable Dynamic Gas Unmixing

    Jul 20, 2026Yue Shi, Liangxiu Han, Xin Zhang +1SmellsDeep Unfolding Networks

    Department of Computing and Mathematics, Faculty of Science and Engineering, Manchester Metropolitan University, Manchester M1 5GD, U.K.

  16. Physics-Guided Masked Multi-Task Network for Edge-Friendly Battery Health Diagnostics from Sto-chastically Fragmented Charging Profiles

    Jul 19, 2026Shuhao Chen, Tianyu Shi, Chengyi TuLithium-Ion BatteriesUseful Life Prediction

    School of Economics and Management, Zhejiang Sci-Tech University, Hangzhou, 310018, China.

  17. Trajectory-Aware Flow Matching for Topology Optimisation

    Jul 16, 2026Shusheng Xiao, Jinshuai Bai, Hyogu Jeong +3Topology OptimizationConditional Flow Matching

    School of Mechanical, Medical and Process Engineering, Queensland University of Technology, Brisbane, 4000, QLD, Australia · Institute of Biomechanics and Medical Engineering, AML, Department of Engineering Mechanics, Tsinghua University, Beijing, 100084, China · State Key Laboratory of Advanced Environmental Technology, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, Guangzhou, 510640, China +1

  18. Learning Physics-Guided Residual Dynamics for Deformable Object Simulation

    Jul 15, 2026Shivansh Patel, Kaifeng Zhang, Sanjay Pokkali +2Deformable Linear ObjectsPhysics Simulation

    UIUC · Columbia University

  19. Physics-guided spatiotemporal neural models for fuel density prediction

    Jul 8, 2026Tolga Caglar, Jaynil Jaiswal, Saqib Azim +3Physics-Guided Machine LearningWildfire Prediction

    San Diego Supercomputer Center University of California, San Diego

  20. CenSynCMB: Centre Maps and Physics-Guided Synthesis for Microbleed Detection

    Jul 6, 2026Lucas He, Hanyuan Zhang, Krinos Li +7LesionPhysics-Guided Machine Learning

    Hawkes Institute, University College London, UK · Unit for Lifelong Health and Aging, University College London, UK · Bioengineering Department and Imperial-X, Imperial College London, UK +8

  21. SleepBand: Single-Source Domain Generalization for Sleep Staging via Physiologically Structured Spectral Modeling

    Jul 6, 2026Zhi Lu, Yang Hu, Yan ChenSleepMultimodal Domain Generalization

    Laboratory of Intelligent Collaborative Computing, University of Electronic Science and Technology of China, Chengdu 611731, China · School of Information Science and Technology, University of Science and Technology of China, Hefei 230026, China · School of Cyber Science and Technology, University of Science and Technology of China, Hefei 230026, China

  22. A Multi-Fidelity Convolutional Autoencoder-Transfer Learning Framework for Guided-Wave-Based Damage Diagnosis Using Large Simulated and Limited Experimental Datasets

    Jun 25, 2026Santosh Kapuria, AbhishekWaveletsPhysics-Guided Machine Learning

    Department of Applied Mechanics, Indian Institute of Technology Delhi, New Delhi, 110016, Delhi, India

  23. DVL-DeepONet: A Physics-Guided Operator Learning for Resilient Underwater Navigation

    Jun 22, 2026Arup Kumar Sahoo, Itzik KleinAutonomous Underwater VehiclesDoppler Velocity Log

    The Hatter Department of Marine Technologies, Leon H. Charney School of Marine Sciences, University of Haifa, Haifa, 3498838, Israel

  24. Physics-governed executable modelling of triboelectric nanogenerators

    Jun 22, 2026Hongfa Zhao, Baiqiao Wang, Tiancong Zhao +7Physics SimulationPhysics-Guided Machine Learning

    Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China. · Zhuhai Campus, Beijing Institute of Technology, Zhuhai 519088, China. · Beijing Institute of Nanoenergy and Nanosystems, Chinese Academy of Sciences, Beijing 100085, China. +2

  25. Physics-Guided Spatiotemporal State Space Modeling for Lookahead Molten Pool Segmentation in Laser Wire-Feed Welding

    Jun 22, 2026Sen Li, Haichao Cui, Changhao Yin +4Molten PoolPhysics-Guided Machine Learning

    Shanghai Key Laboratory of Materials Laser Processing and Modification, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai 200240, PR China

  26. Physics-Guided Spatiotemporal Learning for Coastal Wave Peak Period Estimation from Video

    Jun 11, 2026Abubakar Hamisu Kamagata, Dharm Singh Jat, Attlee Munyaradzi Gamundani +2WaveletsDeep Learning Framework

    Computer Science, Namibia University of Science and Technology, 13 Jackson Kaujeua Street, Windhoek, 13388, Windhoek, Namibia. · Computer Science Engineering, Indian Institute of Technology Indore,2026 Khandwa Road, Simrol, Indore, 453552, Madhya Pradesh, India. · Namdeb 1906, Windhoek, Namibia.

  27. SwiftCTS: Fast Cross-Design Prediction and Pareto Optimization of Clock Tree Metrics via Few-Shot Calibration

    Jun 9, 2026Barsat Khadka, Kawsher Roxy, Md Rubel AhmedClocksInvariant Synthesis

    The University of Southern Mississippi Hattiesburg, MS, USA · Intel Corporation Hillsboro, OR, USA · Louisiana Tech University Ruston, LA, USA

  28. Physics-Constrained Neural Surrogate for Domain Growth Prediction in Systems with Conserved Kinetics

    Jun 9, 2026Vijay Yadav, Pallvi Pandey, Madhu Priya +2Physics-Guided Machine LearningKinetics

    Department of Physics, Indian Institute of Technology Jodhpur, Jodhpur, Rajasthan 342 030, India · Department of Physics, Birla Institute of Technology Mesra, Ranchi, Jharkhand 835 215, India · Department of Physics, Central University of Rajasthan, Ajmer, Rajasthan 305 817, India

  29. Physics-Guided Dual Decoding and Spectral Supervision for Global 3D Hydrometeor Prediction

    Jun 7, 2026Dandan Chen, Yaqiang WangNumerical Weather PredictionAtmospheric Dynamics

  30. Physics-Guided Deep Unfolding for Blind Cross-Sensor Spectral Super-Resolution via Learning the Spectral Transformation Function

    Jun 4, 2026Zhaolin Li, Jinsong Chen, Shanxin Guo +3Hyperspectral Image Super-ResolutionHyperspectral Image

    a Center for Geo-Spatial Information, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, 518055, PR China · c Shenzhen Engineering Laboratory of Ocean Environmental Big Data Analysis and Application, Shenzhen, 518055, PR China · b University of Chinese Academy of Sciences, Beijing 100049, China

  31. CaloTrilogy: Toward a Breakthrough in One-Step, End-to-End, Physics-Guided Shower Generation for Modern Calorimeters

    Jun 2, 2026Cheng Jiang, Sitian Qian, Kevin Pedro +3Physics-Guided Machine LearningCollision Prediction

    School of Physics and Astronomy, University of Edinburgh, Edinburgh EH9 3FD, United Kingdom · Department of Physics, University of Wisconsin-Madison, Madison, WI 53706, USA · Fermi National Accelerator Laboratory, Batavia, IL 60510, USA +2

  32. Advanced Flood Prediction with Physics-Guided Deep Learning: Combining UNet, FNO, and SAR/Optical Imagery

    Jun 2, 2026Tewodros Syum Gebre, Jagrati Talreja, Leila Hashemi-BeniAccurate Flood PredictionFlood Detection

    Built Environment Department, College of Science and Technology, North Carolina A&T State University, Greensboro, NC 27405, USA · United Nations University Institute for Water, Environment and Health, Richmond Hill, ON, Canada

  33. Physics-Guided Recurrent State-Space Neural Networks for Multi-Step Prediction

    Jun 1, 2026Ruiyuan Li, Ajay Seth, Manon KokState Space ModelsPhysics-Guided Machine Learning

    Delft Center for Systems and Control, TU Delft, the Netherlands · Department of Biomechanical Engineering, TU Delft, the Netherlands

  34. Physically-Constrained Mamba-SDE for Remaining Useful Life Prediction under Irregular Observations

    Jun 1, 2026Deyu Zhuang, Peiliang Gong, Yang Shao +4Useful Life PredictionPredictive Maintenance

    Nanjing University of Aeronautics and Astronautics Nanjing, China · Nanyang Technological University Singapore · Singapore University of Technology and Design Singapore

  35. Physics-Guided Attention in a Lightweight TCN for Efficient WiFi CSI-Based Human Activity Recognition

    Jun 1, 2026Chinthaka Ranasingha, Tharindu Fernando, Sridha Sridharan +2Human Activity RecognitionChannel State Information

    Signal Processing, Artificial Intelligence and Vision Technologies (SAIVT) Research Group, School of Electrical Engineering and Robotics, Queensland University of Technology (QUT), Brisbane, QLD 4000, Australia

  36. Practical Cross-Band Channel Prediction for AI-RAN via Physics-Guided Deep Unfolding

    May 29, 2026Ruiqi Kong, He Chen, Xiaojun LinOpen Radio Access NetworksPhysics-Guided Machine Learning

    Department of Information Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China

  37. Physics-Guided Concentration Inference from Resistance Transients in a Mixed-Phase SnO-SnO2_2 Carbon Monoxide Sensor with p-n Switching

    May 13, 2026Sani Biswas, Preetam Singh, Amit Kumar GangwarMobile Gas Sensor Trajectories Govern Hydrogen Leak DetectionMethane

    Centro de Modelamiento Matem´atico, Universidad de Chile & IRL 2807 - CNRS, Santiago, Chile · CSIR-National Physical Laboratory, Dr. K.S. Krishnan Marg, New Delhi, 110012, India · Department of Chemical Engineering, Biotechnology and Materials, FCFM, Universidad de Chile, Santiago, Chile and ANID - Millenium Science Initiative, Millenium Nuclei of Advanced MXenes for Sustainable Applications (AMXSA), Santiago, Chile

  38. Physics Guided Generative Optimization for Trotter Suzuki Decomposition

    May 13, 2026WenBin YanHamiltonianPhysics-Guided Machine Learning

    University of Colorado Boulder[quant-ph]

  39. StampFormer: A Physics-Guided Material-Geometry-Coupled Multimodal Model for Rapid Prediction of Physical Fields in Sheet Metal Stamping

    May 13, 2026Jiajie Luo, Mohamed Mohamed, Osama Hassan +8Finite Element MethodPhysics-Guided Machine Learning

  40. WildRelight: A Real-World Benchmark and Physics-Guided Adaptation for Single-Image Relighting

    May 12, 2026Lezhong Wang, Mehmet Onurcan Kaya, Siavash Bigdeli +1Image RelightingLighting

    Technical University of Denmark, Kongens Lyngby, Denmark

  41. Learned Lagrangian Models of PDEs via Euler-Lagrange Residual Minimization

    May 8, 2026Lyra Zhornyak, Eric Forgoston, M. Ani HsiehLagrangian MethodsTime Discretization

    University of Pennsylvania · Montclair State University

  42. Physics-Guided Regime Unmixing

    May 5, 2026Paula Pacheco, Pablo Granitto, Juan B. CabralPhysics-Guided Machine Learning

    GVT-CONAE, Centro Espacial Teófilo Tabanera, Argentina · CONICET, Argentina · FAMAF-UNC, Córdoba, Argentina +1

  43. PiGGO: Physics-Guided Learnable Graph Kalman Filters for Virtual Sensing of Nonlinear Dynamic Structures under Uncertainty

    Apr 29, 2026Marcus Haywood-Alexander, Gregory Duthé, Eleni ChatziState EstimationExtended Kalman Filter

    aDepartment of Civil, Environmental and Geomatic Engineering, ETH Zürich, Wolfgang-Pauli Strasse 5, 8049, Zürich, Switzerland · bFuture Resilient Systems, Singapore-ETH Centre, Singapore, Singapore

  44. Information-Theoretic Geometry Optimization and Physics-Aware Learning for Calibration-Free Magnetic Localization

    Apr 24, 2026Wenxuan Xie, Yuelin Zhang, Qingpeng Ding +4Optimal Sensor PlacementIndoor Localization

    Department of Mechanical and Automation Engineering and T Stone Robotics Institute, The Chinese University of Hong Kong, Hong Kong.

  45. Pure and physics-guided deep learning approaches for spatio-temporal groundwater level prediction

    Mar 26, 2026Matteo Salis, Gabriele Sartor, Rosa Meo +2Physics-Guided Machine LearningDeep Learning

    Computer Science Department, University of Turin, Turin, Italy · LISTIC Laboratory, Université Savoie Mont Blanc, Annecy-le-vieux, France · Interuniversity Department of Regional and Urban Studies and Planning, Politecnico di Torino and University of Turin, Turin, Italy

  46. SurgiATM: A Physics-Guided Plug-and-Play Model for Deep Learning-Based Smoke Removal in Laparoscopic Surgery

    Nov 7, 2025Mingyu Sheng, Jianan Fan, Dongnan Liu +3Surgical RobotsAtmospheric Dynamics

    School of Computer Science, The University of Sydney, Sydney, NSW, Australia · Institute of Medical Robotics, School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, China · Department of Radiology, Brigham and Women’s Hospital, and Harvard Medical School, Boston, MA, United States