Shape Optimization

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6 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. Isotropic Gaussian Processes Improve Vanilla Bayesian Optimization in High Dimensions

    Oct 5, 2026Wei-Ting Tang, Madhav Muthyala, Joel A. PaulsonGaussian ProcessHigh-Dimensional

    Department of Chemical and Biological Engineering University of Wisconsin–Madison Madison, WI 53706, USA

  2. Co-PiLOT: Constrained Physics-Informed Latent Optimization for Target-Driven Inverse Design

    Sep 29, 2026Mahish K. Guru, Mayank Nagar, Ayush vyas +3Generative Inverse DesignInverse Design

    Institute of Material and Process Design, Helmholtz-Zentrum Hereon, Germany · Institute of Production Technology and Systems, Leuphana University Lüneburg, Germany · AI for Physical Systems, German Research Center for Artificial Intelligence (DFKI), Germany +1

  3. KATOsuper: Surrogate-accelerated neural topology optimization with sensitivity-consistent Fourier neural operators

    Sep 23, 2026Shengyu Yan, Jasmin JelovicaTopology OptimizationFourier Neural Operators

    Department of Mechanical Engineering, The University of British Columbia, 6250 Applied Science Ln, Vancouver, V6T 1Z4, Canada · Department of Civil Engineering, The University of British Columbia, 6250 Applied Science Ln, Vancouver, V6T 1Z4, Canada

  4. Geometry of learning dynamics: Gradient descent versus natural gradient on the ridge of optimization

    Sep 15, 2026Akira TamamoriGradient DescentShape Optimization

    Faculty of Information Science, Aichi Institute of Technology 1247 Yachigusa, Yakusa-cho, Toyota-shi, Aichi 470-0392, Japan

  5. HGTO: A Unified Graph-Based Physics-Informed Formulation for Structural Topology Optimization

    Sep 14, 2026Kangzheng Liu, Uday Kumar Punna, Leixin MaTopology OptimizationFinite Element Method

    School for Engineering of Matter, Transport and Energy, Arizona State University, Tempe, 85287, AZ, USA

  6. Optimizing Geoengineering Interventions Using Differentiable Climate Models

    Sep 14, 2026Pulkit Dubey, Dorian S. Abbot, Ashesh ChattopadhyayGlobal Climate ModelsClimate

    Department of Applied Mathematics, University of California, Santa Cruz, CA 95064 · Department of the Geophysical Sciences, University of Chicago, Chicago, IL 60637

  7. Language-Augmented Semantic Priors for B-Spline Surface Fitting

    Sep 12, 2026Yunzhong Lou, Yusheng Luo, Jiahao Li +2SplinesShape Optimization

    College of Computer Science and Artificial Intelligence, Fudan University, Shanghai, China

  8. No-Regret Bayesian Optimization with Finite-Library Input-Warped Kernels

    Sep 2, 2026Edvin Ketabati Augustinsson, Robert A. BridgesBayesian OptimizationGaussian Process

    AI Sweden, Gothenburg, Sweden

  9. Direct Optimization of a 3D Finite-Source Reflector via Neural-Network Parameterization

    Sep 1, 2026Roel Hacking, Lisa Kusch, Martijn Anthonissen +1Raymap-Induced GeometryShape Optimization

    Eindhoven University of Technology, PO Box 513, 5600 MB Eindhoven, The Netherlands · Signify, High Tech Campus 7, 5656 AE Eindhoven, The Netherlands

  10. Flow-Corrected Shape Optimization: Taming Manifold Drift in High-Dimensional 3D Models

    Aug 7, 2026Emilien Seiler, Nicolas Talabot, Yingxuan You +2Shape Optimization3D Models

    CVLab, EPFL

  11. Guiding Posterior Exploration with Optimizer-Derived Geometry

    Jul 28, 2026Moritz Schlager, Emanuel Sommer, Thomas Möllenhoff +1Adaptive SamplingBayesian Neural Networks

    TUM, MCML · LMU Munich, MCML · RIKEN AIP

  12. 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

  13. Neural Operator-enabled Topology-informed Evolutionary Strategy for PDE-Constrained Optimization

    Jul 8, 2026Xiangming Huang, Guannan Zhang, Lu Lu +1Generative Inverse DesignTopology Optimization

  14. Causal Optimizer Interaction Calculus: Hidden Geometric Relaxation and Identifiable Interventions

    Jul 8, 2026Zavier LiShape OptimizationAdaptive Optimizers

    Xidian University Xi’an, China

  15. Restricted Dynamic Geometric Complexity: Path-Space Reduction and Möbius--Jacobi Response

    Jul 8, 2026Zavier LiSpectral PreconditioningShape Optimization

    Xidian University, Xi’an, China

  16. Optimization Geometrodynamics: Variational Reduction and Interaction Curvature

    Jul 7, 2026Zavier LiShape OptimizationRiemannian Manifolds

    Xidian University Xi’an, China

  17. Knowledge-Constrained Shape Optimization with a Mixture-of-Experts Neural Operator for High-Confidence Design

    Jul 7, 2026Wenhao Fan, Yuanwei Bin, Jianghan Gu +4Shape OptimizationAerodynamics

    School of Ocean and Civil Engineering, Shanghai Jiao Tong University, Shanghai 200240, China · 2Eastern Institute of Technology, Ningbo, Ningbo 315200, Zhejiang, China · 3TenFong Technology Co., Ltd., Shenzhen 518000, Guangdong, China +1

  18. Random Walk on Bézier Curves for Global Optimization

    Jun 25, 2026Jinpeng Wang, Xingguo Xu, Yujing Sun +3MetaheuristicsShape Optimization

    aSchool of Computer Science, Northwestern Polytechnical University, Xi’an, 710129, China · bSchool of Mathematical Sciences, Dalian University of Technology, Dalian, 116024, China · cSchool of Mathematics, Hefei University of Technology, Hefei, 230601, China +3

  19. eCNNTO: A Highly Generalizable ConvNet for Accelerating Topology Optimization

    Jun 18, 2026Shengbiao Lu, Xiaodong WeiTopology OptimizationFinite Element Method

    Global college, Shanghai Jiao Tong University, 800 Dongchuan Road, Shanghai, 200240, Shanghai, China

  20. Beyond IGO-Flow: Toward Convergence Analysis of IGO in Continuous Spaces

    Jun 16, 2026Ryosuke Kimura, Youhei AkimotoShape OptimizationCovariance

    University of Tsukuba, Tsukuba, Japan · RIKEN Center for Advanced Intelligence Project, Tokyo, Japan

  21. Differentiable Packing of Irregular 3D Objects with Adaptive Container Estimation

    Jun 15, 2026Palak Gupta, Shanmuganathan RamanDifferentiable PhysicsBounding Box

    Indian Institute of Technology Gandhinagar, India

  22. Mixed-Categorical Black-Box Optimization via Information-Geometric Bilevel Decomposition

    Jun 11, 2026Marc Ong, Shinichi Shirakawa, Youhei AkimotoBilevel OptimizationBlack-Box Optimization

    University of Tsukuba, Tsukuba, Japan · Yokohama National University, Yokohama, Japan · RIKEN Center for Advanced Intelligence Project, Tokyo, Japan

  23. Gradient based Bilevel for Inverse Optimal Control, a Riemannian approach

    Jun 9, 2026Ahmed-Manaf Dahmani, Vincent Bonnet, David Daney +1Optimal ControlShape Optimization

    INRIA Bordeaux, Universit´e de Bordeaux, Talence, France · INRIA Nancy, Universit´e de Lorraine, Villers-l`es-Nancy, France · LAAS-CNRS, Universit´e de Toulouse, CNRS, Toulouse, France

  24. Non-Archimedean Polydisc Spaces and Applications to Optimisation

    Jun 5, 2026Paul Lezeau, Yiannis Fam, Anthea Monod +1Metric SpacesShape Optimization

    London School of Geometry and Number Theory, UK · Department of Mathematics, Imperial College London, UK · Department of Mathematics, Durham University, UK

  25. SAM3D-Phys: Towards Multi-Object Interactive Simulation in Real World

    May 28, 2026Xin Dong, Weijian Deng, Lihan Zhang +3Real-WorldShape Optimization

    Shenzhen International Graduate School, Tsinghua University · Pengcheng Laboratory

  26. Information-Geometric Optimization on Spheres

    May 27, 2026Vladimir Ja\' cimovićShape OptimizationSphere

    Faculty of Natural Sciences and Mathematics University of Montenegro Cetinjski put bb., 81000 Podgorica Montenegro

  27. HORST: Composing Optimizer Geometries for Sparse Transformer Training

    May 20, 2026Tom Jacobs, Rohan Jain, Rebekka BurkholzSparsityTransformer Architectures

    CISPA Helmholtz Center for Information Security

  28. ShapeBench: A Scalable Benchmark and Diagnostic Suite for Standardized Evaluation in Aerodynamic Shape Optimization

    May 20, 2026Shaghayegh Fazliani, Krissh Chawla, Jack Guo +3AerodynamicsShape Optimization

    Stanford University. · Spinoza Labs.

  29. Local Inverse Geometry Can Be Amortized

    May 13, 2026Aaditya L. KachhadiyaBayesian Inverse ProblemsSolver Iterations

    Independent Researcher Surat, India

  30. NoRIN: Backbone-Adaptive Reversible Normalization for Time-Series Forecasting

    May 11, 2026Shun Zhang, Yuyang XiaoBatch NormalizationNormalization

    Graduate School of China Academy of Engineering Physics, Beijing 100193, China · Institute of Applied Physics and Computational Mathematics, Beijing 100094, China

  31. Towards Scalable Persistence-Based Topological Optimization

    May 9, 2026Abderrahim Bendahi, Alexandre Duplessis, Arnaud FickingerTopology OptimizationPersistent Homology

    ENS Ulm, PSL Paris, France · UC Berkeley Berkeley, CA, USA

  32. Geometry-Aware Neural Optimizer for Shape Optimization and Inversion

    May 6, 2026Guoze Sun, Tianya Miao, Haoyang Huang +4Shape OptimizationGeometry-Aware

    Gaoling School of Artificial Intelligence, Renmin University of China

  33. Parametrizing Convex Sets Using Sublinear Neural Networks

    May 5, 2026Eloi MartinetConvex SetsNeural Approximations

    Institute for Mathematics, University of Würzburg Germany

  34. Inducing Permutation Invariant Priors in Bayesian Optimization for Carbon Capture and Storage Applications

    May 4, 2026Sofianos Panagiotis Fotias, Vassilis GaganisBayesian OptimizationGaussian Process

    School of Mining and Metallurgical Engineering, National Technical University of Athens, Athens, 15773, Greece

  35. Differentiable Multiphysics Co-Optimization via Implicit Neural Representations: A Transient Hamburger-Cooking Benchmark

    May 1, 2026Navid ZobeiryShape OptimizationTime Discretization

    Department of Materials Science and Engineering, University of Washington · William E. Boeing Department of Aeronautics & Astronautics, University of Washington, Seattle, WA 98195, USA

  36. 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.

  37. Neural Adjoint Method for Meta-optics: Accelerating Volumetric Inverse Design via Fourier Neural Operators

    Apr 19, 2026Chanik Kang, Hyewon Suk, Haejun ChungGenerative Inverse DesignFourier Neural Operators

    Hanyang University, Department of Artificial Intelligence Semiconductor Engineering Seoul, Korea · Hanyang University, Department of Electronic Engineering Seoul, Korea

  38. Lightweight Geometric Adaptation for Training Physics-Informed Neural Networks

    Apr 16, 2026Kang An, Chenhao Si, Shiqian Ma +1Parametric Physics-Informed Neural NetworkCurvature-Aware Spectral Framework

    School of Data Science The Chinese University of Hong Kong, Shenzhen Shenzhen, China

  39. Neural parametric representations for thin-shell shape optimisation

    Apr 8, 2026Xiao Xiao, Fehmi CirakShape OptimizationNeural Network Representations

    School of Ocean and Civil Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China. · Department of Engineering, University of Cambridge, Cambridge, CB2 1PZ, United Kingdom.

  40. The Geometry of Efficient Nonconvex Sampling

    Mar 26, 2026Santosh S. Vempala, Andre WibisonoLog-Concave DistributionsOptimal Sample Complexity

    Georgia Institute of Technology, College of Computing · Yale University, Department of Computer Science

  41. Adjoint-based shape optimization of a ship hull using a Conditional Variational Autoencoder (CVAE) assisted propulsion surrogate model

    Feb 16, 2026Moloud Arian Maram, Georgios Bletsos, Thanh Tung Nguyen +3VesselsSurrogate Models

    J.M. Voith SE & Co. KG, Alexanderstrasse 2, Heidenheim, 89522, Baden-Württemberg, Germany · Institute for Fluid Dynamics and Ship Theory, Hamburg University of Technology, Am Schwarzenberg-Campus 4, Hamburg, 21073, Germany

  42. Geometrically Principled Randomized Optimization for Efficient LLM Training

    Oct 2, 2025Sahar Rajabi, Nayeema Nonta, Sirisha RambhatlaLow-Rank StructureLarge Language Model Training

    CriticalML Lab, University of Waterloo

  43. HERB: Human-augmented Efficient Reinforcement learning for Bin-packing

    Apr 23, 2025Gojko Perovic, Nuno Ferreira Duarte, Atabak Dehban +3Scalable Robot LearningOffline Reinforcement Learning

    BioRobotics Institute, Scuola Superiore Sant’Anna, Pisa, Italy, and with the Department of Excellence in Robotics and AI, Scuola Superiore Sant’Anna, Pisa, Italy. · Institute for Systems and Robotics, Instituto Superior Técnico, Universidade de Lisboa, 1049-001 Lisbon, Portugal.

  44. GFPack++: Attention-Driven Gradient Fields for Optimizing 2D Irregular Packing

    Jun 9, 2024Tianyang Xue, Lin Lu, Yang Liu +5Shape Optimization

    Shandong University, China · Microsoft Research Asia, China · Peking University, China