Implicit Neural Representations

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9 papers in the last four weeks, up 50% on the four weeks before. 0.1% of all new papers.

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  1. Model-based Dynamic 3D MRI Reconstructions using Neural Fields and Tensor Product Expansions

    May 8, 2026Ray Sheombarsing, Max van Riel, David Heesterbeek +2Implicit Neural Representations3D Medical Imaging

    Computational Imaging Group for MRI Therapy & Diagnostics, Department of Radiotherapy, University Medical Center Utrecht, Utrecht, The Netherlands

  2. Render, Don't Decode: Weight-Space World Models with Latent Structural Disentanglement

    May 7, 2026Roussel Desmond Nzoyem, Mauro ComiDisentangled Representation LearningImplicit Neural Representations

    Department of Computer Science University of Manchester Manchester, M13 9PL · Department of Computer Science University of Bristol Bristol, BS8 1QU

  3. Disentangled Learning Improves Implicit Neural Representations for Medical Reconstruction

    May 5, 2026Qing Wu, Xuanyu Tian, Chenhe Du +4Disentangled Representation LearningImplicit Neural Representations

    Medical AI Lab, Ant Group · ShanghaiTech University · Shanghai Jiao Tong University

  4. Conditional Neural Field based Reduced Order Model for Dynamic Ditching Load Prediction

    May 5, 2026Henning Schwarz, Pyei Phyo Lin, Jens-Peter M. Zemke +1Neural Surrogate ModelingImplicit Neural Representations

    Institute for Fluid Dynamics and Ship Theory, Hamburg University of Technology, Am Schwarzenberg-Campus 4, D-21073 Hamburg, Germany · Institute of Mathematics, Hamburg University of Technology, Am Schwarzenberg-Campus 3, D-21073 Hamburg, Germany

  5. Self-Supervised Spatial And Zero-Shot Angular Super-Resolution by Spatial-Angular Implicit Representation For Rotating-View SNR-Efficient Diffusion MRI

    May 4, 2026Yinzhe Wu, Hongyu Rui, Fanwen Wang +3Implicit Neural RepresentationsMedical Image Super-Resolution

    Department of Bioengineering and I-X, Imperial College London, London, UK · Cardiovascular Research Centre, Royal Brompton Hospital, London, UK

  6. PILIR: Physics-Informed Local Implicit Representation

    May 1, 2026Jianfeng Li, Feng Wang, Ke TangNeural PDE SolversImplicit Neural Representations

    School of Computer Science, Wuhan University · School of Computer Science and Technology, Southern University of Science and Technology

  7. From Images2Mesh: A 3D Surface Reconstruction Pipeline for Non-Cooperative Space Objects

    Apr 30, 2026Bala Prenith Reddy Gopu, Patrick Quinn, George M. Nehma +4Implicit Neural Representations3D Reconstruction

    Department of Aerospace, Physics and Space Sciences, Florida Institute of Technology, 150 W University Blvd, Melbourne, 32901, FL, USA · Creare LLC, Hanover, 03755, NH, USA

  8. PEPS: Positional Encoding Projected Sampling -- Extended

    Apr 27, 2026Guillaume Perez, Janarbek Matai, Takahiro HaradaImplicit Neural RepresentationsPositional Encoding

    Advanded Micro Devices

  9. Fast Amortized Fitting of Scientific Signals Across Time and Ensembles via Transferable Neural Fields

    Apr 21, 2026Sophia Zorek, Kushal Vyas, Yuhao Liu +3Implicit Neural RepresentationsAmortized Inference

    Rice University · Argonne National Laboratory

  10. Implicit neural representations as a coordinate-based framework for continuous environmental field reconstruction from sparse ecological observations

    Apr 20, 2026Agnieszka Pregowska, Hazem M. KalajiImplicit Neural Representations

    Institute of Fundamental Technological Research, Polish Academy of Sciences, Pawinskiego 5B, Warsaw, 02-106, Poland · Department of Plant Physiology, Institute of Biology, Warsaw University of Life Science, 159 Nowoursynowska St, Warsaw, 02-776, Poland · Institute of Technology and Life Sciences Falenty, Al. Hrabska 3, Raszyn, 05-090, Poland

  11. Frequency-Decomposed INR for NIR-Assisted Low-Light RGB Image Denoising

    Apr 18, 2026Ligen Shi, Zengyu Pang, Chang Liu +2Implicit Neural RepresentationsFrequency-Domain Image Processing

    College of Computer Science (College of Software), Inner Mongolia University, Hohhot, 010021, China · School of Mathematics and Statistics, Wuhan University, Wuhan, 430072, China · Institute of Computational Imaging, Beijing Information Science and Technology University, Beijing 102206, China

  12. FLARE: A Data-Efficient Surrogate for Predicting Displacement Fields in Directed Energy Deposition

    Apr 17, 2026Kittipong Thiamchaiboonthawee, Ghadi Nehme, Ram Mohan Telikicherla +5Neural Surrogate ModelingImplicit Neural Representations

    Massachusetts Institute of Technology, Cambridge, MA, USA · GE Vernova Advanced Research Center, Niskayuna, NY, USA

  13. Implicit Neural Representations: A Signal Processing Perspective

    Apr 16, 2026Dhananjaya Jayasundara, Vishal M. PatelImplicit Neural RepresentationsSpectral Bias

    Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD 21218 USA

  14. Neural Surface and Reflectance Modelling from 3D Radar Data

    Mar 26, 2026Judith Treffler, Vladimír Kubelka, Henrik Andreasson +1Implicit Neural Representations3D Reconstruction

    The authors are with ARC and the AASS RNP lab, Örebro University, Sweden

  15. OSCAR: Occupancy-based Shape Completion via Acoustic Neural Implicit Representations

    Mar 9, 2026Magdalena Wysocki, Kadir Burak Buldu, Miruna-Alexandra Gafencu +2Implicit Neural Representations3D Reconstruction

    Chair for Computer Aided Medical Procedures (CAMP) Technical University of Munich, Boltzmannstr. 3, 85748 Garching, Germany · Munich Center for Machine Learning (MCML), Munich, Germany · Konrad Zuse School of Excellence in Reliable AI (relAI), Germany

  16. Weight Space Representation Learning via Neural Field Adaptation

    Dec 1, 2025Zhuoqian Yang, Mathieu Salzmann, Sabine SüsstrunkImplicit Neural RepresentationsLow-Rank Adaptation

    EPFL

  17. OREN: Octree Residual Network for Real-Time Euclidean Signed Distance Mapping

    Oct 21, 2025Zhirui Dai, Qihao Qian, Tianxing Fan +1Implicit Neural RepresentationsSigned Distance Functions

    Department of Electrical and Computer Engineering, University of California San Diego, La Jolla, CA 92093, USA

  18. NeMo-map: Neural Implicit Flow Fields for Spatio-Temporal Motion Mapping

    Oct 16, 2025Yufei Zhu, Shih-Min Yang, Andrey Rudenko +3Implicit Neural RepresentationsSpatiotemporal Forecasting

    Orebro University, Sweden · Technical University of Munich, Germany · Aalto University, Finland

  19. Temporal Variational Implicit Neural Representations

    Jun 2, 2025Batuhan Koyuncu, Rachael DeVries, Ole Winther +1Irregular Time-Series ModelingMultivariate Time Series Forecasting

    Department of Computer Science, Saarland University · Department of Biology, University of Copenhagen · Novo Nordisk A/S +1

  20. NumGrad-Pull: Numerical Gradient Guided Tri-plane Representation for Surface Reconstruction from Point Clouds

    Nov 26, 2024Ruikai Cui, Binzhu Xie, Shi Qiu +3Implicit Neural Representations3D Reconstruction

    School of Computing, The Australian National University, Australia · Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China · Department of Computer Science & Software Engineering, the University of Western Australia, Australia

  21. PRIME-SVR: Physics-infoRmed Implicit Multi-Echo Slice-to-Volume Reconstruction for Fetal T2 mapping

    Date pendingBusra Bulut, Maik Dannecker, Thomas Sanchez +14Implicit Neural RepresentationsImage Reconstruction