Constrained Generative Modeling

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20 papers in the last four weeks, up 300% on the four weeks before. 0.2% of all new papers.

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  1. GarmentWeaver: Schema-Aware Structured Synthesis for Multimodal Sewing Patterns

    Aug 31, 2026Yinwen Lu, Weihao Luo, Yueqi ZhongConstrained Generative ModelingMultimodal Generation

    Donghua University · College of Textiles · Shanghai, China +3

  2. Generating Clinical Vignettes that Preserve Cognitive Formulations

    Aug 30, 2026Amit Oren, Nimrod Hertz-Palmor, Dean Ariel +1Constrained Generative ModelingMental Health

    Department of Industrial Engineering and Management, Ben-Gurion University of the Negev, Beer Sheva, Israel · 2MRC Cognition and Brain Sciences Unit, University of Cambridge, United Kingdom · 3Clalit Health Services, Israel +3

  3. Imaginative Generative AI: Crossing the Entropy Wall into Worlds Beyond Imitation

    Aug 10, 2026Farzan Farnia, Hossein Goli, Amin GohariConstrained Generative ModelingDiffusion Model Guidance

    Department of Computer Science and Engineering, The Chinese University of Hong Kong · Department of Information Engineering, The Chinese University of Hong Kong

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

    Aug 7, 2026Emilien Seiler, Nicolas Talabot, Yingxuan You +2Constrained Generative Modeling3D Shape Generation

    CVLab, EPFL

  5. iARCS: Iterative Agentic RL for Controllable 3D Scene Generation

    Aug 6, 2026Saugat Adhikari, Ashok Prasad Neupane, Pramish Paudel +2Constrained Generative ModelingAgentic RL

    Pulchowk Campus, IOE, Tribhuvan University, Lalitpur, Nepal · INSAIT, Sofia University “St. Kliment Ohridski”, Bulgaria · NAAMII, Kathmandu, Nepal

  6. Generative Optimization for Incentivized Advertising with Global Level Constraints

    Aug 5, 2026Gege Chen, Ning Luo, Hao Jiang +7Constrained Generative ModelingOnline Advertising

    University of Electronic Science and Technology of China · Kuaishou Technology

  7. Operationally Feasible Synthetic Power-Grid Scenarios via Learning the AC-Operable Joint Distribution

    Aug 4, 2026Chenhan Xiao, Xinyu He, Haoran Li +2Constrained Generative ModelingSynthetic Data Generation

    School of Electrical, Computer and Energy Engineering at Arizona State University, USA

  8. GVR-Coder: A Visual-Feedback Framework for Structured SVG Generation in Complex Document and Meeting Scenarios

    Jul 30, 2026Yiming Xu, Jihua Kang, Chunsai Du +5Constrained Generative ModelingT2I Generation

    University of Science and Technology of China Hefei, Anhui, China · ByteDance Inc. Shanghai, China · Hefei University of Technology Hefei, Anhui, China

  9. A Multi-stage Constrained Optimization Framework for Data-driven Problems

    Jul 26, 2026Ye ShiVariational AutoencodersConstrained Generative Modeling

    Elmore Family School of Electrical and Computer Engineering, Purdue University, West Lafayette, IN 47907, USA

  10. FMOPF: Latent Flow Matching with Constraint-Aware Interaction Priors for AC Optimal Power Flow

    Jul 24, 2026Zhilin HuangConstrained Generative ModelingFlow Matching

    China Southern Power Dispatching and Control Center, China Southern Power Grid

  11. Learning and Structurally Validating Simulation Scenario Continuations in Dynamic Graph Systems

    Jul 23, 2026Michael Romei de Socio, Gian Luca Pozzato, Alessio MerloConstrained Generative ModelingGraph Generation

    CASD – School of Advanced Defense Studies, 00165 Rome, Italy · Department of Computer Science, University of Turin, 10149 Turin, Italy

  12. Mean-to-Score Discrete Diffusion: Posterior-Mean Denoisers for Score Entropy

    Jul 23, 2026Jingyuan Li, Xiaoyi Jiang, Yixuan Jiang +4Constrained Generative ModelingMarkov Models

    Tsinghua University · Beijing Institute of Mathematical Sciences and Applications · Wuhan University +1

  13. Agentic Designer: Progressive Multi-Agent Collaboration for Structure-Aware Interior Layout Generation

    Jul 23, 2026Zhijing Yang, Haocheng Lin, Zhihua Xu +4Constrained Generative ModelingMulti-Agent Systems

    Guangdong University of Technology, Guangzhou, China · Sun Yat-sen University, Guangzhou, China · South China University of Technology, Guangzhou, China

  14. Nova3D: Code-Native Generation of Programmable 3D Assets

    Jul 22, 2026Nimra Noor, Muhammad Bilal, Abdullah Hussain +1Constrained Generative Modeling3D Asset Generation

    1Raresense Inc · University of Edinburgh

  15. Signed Rectified Flow: Negativity-Controlled Generation

    Jul 20, 2026Runlong Liao, Baiyu Su, Lizhang Chen +1Constrained Generative ModelingDiffusion Model Guidance

    UT Austin

  16. Do Language Models Dream of Binding Molecules? Benchmarking LLMs under Spatial Constraints

    Jul 20, 2026Thomas MacDougall, Maksim Kuznetsov, Roman Schutski +5Constrained Generative ModelingLLM Evaluation

    Insilico Medicine Canada Inc. · Insilico Medicine Hong Kong Ltd. · Insilico Medicine AI Limited

  17. Chemical filters for ultra-high-throughput materials screening and generation

    Jul 20, 2026Kinga O. Mastej, Panyalak Detrattanawichai, Hyunsoo Park +3Constrained Generative ModelingMaterials Science

    Department of Materials, Imperial College London, London SW7 2AZ, United Kingdom

  18. Learning Standard Model structure from LHC data with Riemannian flow matching

    Jul 17, 2026Midori Kato, Kevin A. Urquía-Calderón, Inar Timiryasov +1Constrained Generative ModelingFlow Matching

    Niels Bohr Institute, University of Copenhagen, Jagtvej 155A, DK-2200, Copenhagen, Denmark

  19. ConFlow: Constraints-Guided Learning with Flow Matching for Motion Generation

    Jul 15, 2026Nutan Chen, Jianxiang Feng, Marvin Alles +1Constrained Generative ModelingFlow Matching

    LS Wiiri Robot Innovation Center · Independent Researcher · Technical University of Munich +1

  20. Integration Matters: Rollout-Based Training for Constrained Diffusion Models

    Jul 15, 2026Xiaoxuan Liang, Saeid Naderiparizi, Berend Zwartsenberg +1Constrained Generative ModelingDiffusion Sampling

    University of British Columbia · Inverted AI · Alberta Machine Intelligence Institute

  21. SeamGen: Artist-Aligned UV Seam Generation via Graph Flow Matching

    Jul 14, 2026Hao Xu, Yuqing Zhang, Yiqian Wu +5Constrained Generative Modeling

    State Key Lab of CAD&CG, Zhejiang University · VAST

  22. The Singularity Space: A Generative Diffusion Framework for Signal Representation

    Jul 12, 2026Eli Bar-Yosef, Amir Averbuch, Eli TurkelConstrained Generative ModelingRepresentation Learning

    Department of Applied Mathematics, Tel Aviv University, Israel · School of Computer Science and AI, Tel Aviv University, Israel

  23. Constrained Decoding for Diffusion Language Models via Efficient Inference over Finite Automata

    Jul 8, 2026Meihua Dang, Stefano ErmonConstrained Generative ModelingConstrained Decoding

    Stanford University

  24. Constrained Flow Matching via Lagrangian Dual Flows

    Jul 5, 2026Vince Kurtz, Alexander DavydovConstrained Generative ModelingFlow Matching

    DePaul University · Rice University

  25. SE-UNet: Singular Equivariant Imaging for Real-World Constrained Generation

    Jul 2, 2026Kanishk AwadhiyaConstrained Generative ModelingEquivariant Neural Networks

    Independent Researcher

  26. Training-free Controllable Human Motion Generation under Heterogeneous Constraints

    Jul 2, 2026Xiaofei Hui, Bo Yan, Haoxuan Qu +2Constrained Generative ModelingHuman Motion Generation

    Lancaster University, United Kingdom · Shenzhen International Graduate School, Tsinghua University, China

  27. SNAP-FM: Sparse Nonlinear Accelerated Projection for Physics-Constrained Generative Modeling

    Jun 30, 2026Alaina Kolli, Theodoros Xenakis, Utkarsh Utkarsh +4Constrained Generative ModelingPhysics-Informed Generative Modeling

    Massachusetts Institute of Technology, Cambridge, MA, USA · Norwegian University of Science and Technology, Trondheim, Norway

  28. Histogram-constrained Image Generation

    Jun 30, 2026Haoming Liu, Yuanhe Guo, Yijia Cao +2Constrained Generative ModelingDiffusion Model Guidance

    Center for Data Science, New York University Shanghai, Shanghai, China · New York University, New York, USA

  29. VGB for Masked Diffusion Model: Efficient Test-time Scaling for Reward Satisfaction and Sample Editing

    Jun 26, 2026Kijung Jeon, Thuy-Duong Vuong, Molei TaoConstrained Generative ModelingMasked Diffusion Models

    Georgia Tech · UCSD

  30. Making Failure Safe: A Constrained, Verifiable Agent Framework for Open-Web Data Collection

    Jun 25, 2026Bo ChenConstrained Generative ModelingWeb Agents

    Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China