Inverse Design

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17 papers in the last four weeks, up 13% on the four weeks before. 0.1% of all new papers.

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  1. Inverse Garment Design with Visual Agents

    Oct 11, 2026Nanxiang Jiang, Yunuo Chen, Zeng Tao +5Inverse Design3D Reconstruction

    University of California, Los Angeles · Envora · Stanford University +2

  2. DiffGA: Steering Frozen Diffusion Models for Materials Design via Evolutionary Search

    Oct 10, 2026Shivang Agarwal, Rodrigo Wang, Kevin Ryczko +1Inverse DesignCrystal Structure Generation

    SandboxAQ, Palo Alto, CA 94301, USA.

  3. MORAD: Reinforcement Learning with Multi-Objective Rewards for RNA Inverse Design

    Oct 9, 2026Jixin Tang, Ji Guo, Jun ZhaoInverse DesignReward Design for RL

    Fudan University

  4. A Physics-Informed Hybrid Forward-Inverse Machine Learning Framework for High-Dimensional Sparse Recipe Reconstruction

    Oct 8, 2026Md. Muqtadir Fuad, Md. Istiak Adnan, Ridwan Al AzizInverse DesignSparse Recovery

    Department of Industrial and Production Engineering, Bangladesh University of Engineering and Technology (BUET), Dhaka 1000, Bangladesh

  5. La-Ribo: RNA Co-Design via Geometry-Latent Flow Matching

    Oct 8, 2026Runze Ma, Will Hua, Shuangjia ZhengInverse DesignFlow-Based Generative Modeling

    Shanghai Jiao Tong University · Independent Researcher

  6. Learning qBIC Resonances across Metasurface Families in Dielectric Fourier Space

    Oct 8, 2026Shuangteng Lei, Li Yu, Tianxin Li +1Frequency-Domain Feature LearningInverse Design

    State Key Laboratory of Infrared Physics, Shanghai Institute of Technical Physics, Chinese Academy of Sciences, Shanghai 200083, China · University of Chinese Academy of Sciences, Beijing 100049, China · School of Physical Science and Technology, ShanghaiTech University, Shanghai 201210, China

  7. Stream-Based Active Learning with Cooperative Neural Networks for Data-Efficient Partial Inverse Design: An Automotive Glass Run Channel Case Study

    Oct 7, 2026Agung Nugraha, Hyerin Kwon, Heungjun Im +2Inverse DesignData-Efficient Learning

    Department of Industrial and Data Engineering, Major in Industrial Data Science and Engineering, Pukyong National University, Busan, 48513, Republic of Korea · DRB Co., Ltd., Busan, 46329, Republic of Korea

  8. Which alloy composition,what process parameters? Inferring the recipe from optimized metallic microstructure and texture

    Oct 6, 2026Mahish K. Guru, Jan Bohlen, Louam Lemjid +3Inverse DesignMaterials Science

    Institute of Material and Process Design, Helmholtz-Zentrum Hereon, Germany · Institute of Production Technology and Systems, Leuphana University Lüneburg, Germany · Institute of Material Systems Modeling, Helmholtz-Zentrum Hereon, Germany +2

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

    Oct 4, 2026Avi Epstein, Snir Nehemia, Haim Suchowski +1Physics-Informed GNNsGraph Transformer

    Tel Aviv University

  10. AbsorbEvo: An Agentic Framework for Autonomous Inverse Design of Microwave Absorbers

    Oct 1, 2026Zhicheng Feng, Yubo Zhao, Xuefeng YaoLarge Language Model-Guided OptimizationNatural Language to Optimization Modeling

    Department of Engineering Mechanics, Applied Mechanics Lab, Tsinghua University, Beijing 100084, P. R. China

  11. Simulator-Refined Diffusion for Radio-Frequency Inverse Design

    Sep 29, 2026Jinhao Liang, Jacob K. Christopher, Michael Frei +2Diffusion Model GuidanceSurrogate-Assisted Optimization

    University of Virginia · Arena Physica

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

    Sep 29, 2026Mahish K. Guru, Mayank Nagar, Ayush vyas +3Physics-Informed Generative ModelingBayesian Optimization

    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

  13. RNA Design via Conditioned Flow Matching and Finite-Policy Reinforcement Learning

    Sep 29, 2026Zefeng Lin, Xianyong Fang, Tianfan Fu +1Inverse DesignMolecular Generation

    School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China · School of Computer Science and Technology, Anhui University, Hefei, Anhui, China · State Key Laboratory for Novel Software Technology at Nanjing University, School of Computer Science, Nanjing University, Nanjing, Jiangsu, China

  14. Graph Forward Distribution Matching for Molecular Inverse Design

    Sep 25, 2026Yihan Zhu, Yuhan Liu, Brett Savoie +2Molecular Graph GenerationInverse Design

    University of Notre Dame

  15. Growth-Inspired Graph Generation and Inverse Design of Mechanical Lattices via Dot Matrices Database Augmentation and GCNN

    Sep 24, 2026Weiyun Xu, Jiamu LiuGraph GenerationStructural Mechanics

    Department of Civil and Environmental Engineering, University of Illinois Urbana-Champaign, Urbana, Illinois 61801, USA · State Key Laboratory of Clean and Efficient Turbomachinery Power Equipment, Department of Mechanical Engineering, Tsinghua University, Beijing, 100084, China

  16. SHRAV: State-Hypothesis-Reason-Action-Verify Framework for Physical Modeling and Inverse Design

    Sep 23, 2026Ziheng Guo, Yang BuPhysics-Informed MLInverse Design

    ZhangJiang Laboratory

  17. K-TRAIL: Simulator-Guided Generative Design of EM/RF Circuits

    Sep 19, 2026Piyush Saha, Evan Newell, Hanna O'Leary +2Inverse DesignElectronic Design Automation

    School of Electrical Engineering and Computer Science, Oregon State University, Corvallis, OR 97331 USA · Department of Electrical and Computer Engineering, Yale University, New Haven, CT 06511 USA

  18. Symmetry- and Property-Aware Crystal Generation with Reinforcement Learning for Inverse Materials Design

    Sep 11, 2026Ting-Wei Hsu, Arun Bansil, Qimin YanCrystal Structure GenerationInverse Design

    Department of Physics, Northeastern University, Boston, 02155, Massachusetts, USA. · Quantum Materials and Sensing Institute, Northeastern University, Burlington, 01803, Massachusetts, USA.

  19. Molecular representation shapes the balance between target fidelity and exploration in flow based polymer generation

    Sep 10, 2026Tianren ZhangMolecular GenerationInverse Design

    Department of Materials Science and Engineering, University of Delaware, Newark, Delaware 19716, United States

  20. AI and TCAD for Inverse Design and Defect Discovery: From Simple Machine Learning to LLM

    Sep 7, 2026Hiu Yung WongInverse DesignElectronic Design Automation

    Electrical Engineering, San Jose State University

  21. Recovering molecules from coarse-grained beads: free-energy-conditioned generative backmapping across chemical space

    Sep 3, 2026Luis Itza Vazquez-Salazar, Tristan BereauMolecular GenerationMolecular Graph Generation

    Institute for Theoretical Physics, Heidelberg University, Heidelberg, Germany. · Interdisciplinary Center for Scientific Computing (IWR), Heidelberg University, Heidelberg, Germany.

  22. Conditional Flow Matching for ML-Based Inverse Design Problems

    Sep 1, 2026Juliana Felder, Milad Habibi, Soheyl Massoudi +1Conditional Flow MatchingConstrained Optimization

    ETH Zürich · University of Maryland, College Park

  23. Diffusion-Based Inverse Design of Dielectric Resonator Metasurfaces for Shaping Smart Electromagnetic Environments

    Aug 30, 2026M. Tsukerman, K. Grotov, D. Vovchuk +1Conditional Generative ModelingInverse Design

  24. TI2^2PS: A Topology-Informed Inverse Design Framework for Stochastic Multicellular Pattern Formation

    Aug 28, 2026Kenji Komiya, Andrew Kailiang Jin, Ryo Nishikimi +1Inverse DesignAgent-Based Modeling

    NTT, Inc., Kanagawa 2430124 Japan · Georgia Institute of Technology, Atlanta, GA 30332 USA

  25. Anchored Scenario Coverage for Failure-Aware First-Hit Batch Inverse Design

    Aug 28, 2026Chuhan Yang, Chenxi Wang, Linhan Wu +1Inverse DesignBayesian Optimization

    DeepVerse

  26. Towards a universal meta-optics solver via large language models

    Aug 26, 2026Huanshu Zhang, Lei Kang, Yuyan Chen +3Neural Surrogate ModelingSurrogate Modeling

    The Pennsylvania State University, Department of Electrical Engineering, University Park, PA 16802, USA · School of Electronics and Information Technology, Sun Yat-Sen University, Guangzhou 510275, China

  27. Machine Learning Assisted Inverse Design of Pixelated mmWave Patch Antennas

    Aug 24, 2026Nadeem Rather, Holger Claussen, Lester HoInverse DesignSurrogate Modeling

    Tyndall National Institute, Dublin, Ireland · University College Cork, Ireland

  28. Closed-Loop Bayesian Molecular Inverse Design with Semantic LLM Surrogates

    Aug 24, 2026Yaoyao Xu, Xinjian Zhao, Xiaozhuang Song +2Molecular OptimizationSurrogate Modeling

    School of Data Science, The Chinese University of Hong Kong, Shenzhen · Shanghai Artificial Intelligence Laboratory

  29. KPI-Conditioned Generative Design of Automotive Hood Inner Panels: A Two-Stage Retrieval-Generation Pipeline with Surrogate-Based Performance Estimation

    Aug 23, 2026Sudeep ChavareInverse DesignConstrained Generative Modeling

    Independent researcher

  30. A Query-Time Framework for Transient 2D Pore-Scale Flow Prediction and Generative Design

    Aug 23, 2026Yiming Wang, Jiale Zhu, Zhichen Ye +4Neural Surrogate ModelingComputational Fluid Dynamics

    School of Civil Engineering, The University of Sydney, Sydney, 2006, NSW, Australia · MOE Key Laboratory of Soft Soils and Geoenvironmental Engineering, Zhejiang University, Hangzhou, 310058, China · College of Civil Engineering and Architecture, Zhejiang University, Hangzhou, 310058, China +2