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. Think Before You Paint: Recursive Latent Reasoning for Diffusion Models

    Oct 7, 2026Paweł Skierś, Małgorzata Grzanka, Wojciech Masarczyk +2Latent Visual ReasoningDiffusion Models

    Warsaw University of Technology · IDEAS Research Institute · University of Amsterdam

  2. Constrained Diffusion for Data-Scarce Orbital Monte Carlo in Constellation Tasking

    Oct 7, 2026Omar Ramadan, Sam Siavoshian, Amir Kashif Saeed +3Constrained Generative ModelingPhysics-Informed Diffusion Models

    Whiting School of Engineering Johns Hopkins University 3400 N. Charles St. Baltimore, MD 21218, USA

  3. Evolutionary One-Step Generators: Fast and Diverse Sampling for Discrete Design

    Oct 6, 2026Marcus Vukojevic, Erik Nielsen, Veronica Lachi +2Constrained Generative ModelingGraph Generation

    University of Trento, Italy · UiT The Arctic University of Norway, Tromsø, Norway

  4. OxiGen: Oxidation-State-Aware Crystal Generation

    Oct 6, 2026Dylan John, Kim E. Jelfs, Alex M. Ganose +1Constrained Generative ModelingCrystal Structure Generation

    Department of Chemistry, Imperial College London · Department of Electrical and Electronic Engineering, Imperial College London

  5. Model-Based Geometry-Aware Generative Optimization for Constrained Locomotion Planning

    Oct 6, 2026Zhilin He, Xinyuan Wang, Changliu LiuConstrained Generative ModelingConstrained Motion Planning

    Carnegie Mellon University · University of Michigan, Ann Arbor

  6. Constrained Goal-directed Planar Graph Generation with Grammar-based Reinforcement Learning

    Oct 5, 2026Nicolas Hochuli, Lorenzo Miele, Kristina Shea +1Constrained Generative ModelingGraph Generation

    Engineering Design and Computing Laboratory ETH Zürich

  7. AnchorGen: Anchored Optimization for Customizable Generative 3D Design

    Oct 5, 2026Hantao Zhang, Oliver Heinimann, Jieke Wu +3Constrained Generative Modeling3D Shape Editing

    CVLab, EPFL, Switzerland

  8. Spacecraft Rendezvous Trajectory Generation with Modular Constraints via Diffusion Model Composition

    Oct 5, 2026Mariko A. Storey-Matsutani, Richard LinaresConstrained Generative ModelingTrajectory Generation

    Graduate Student, Department of Aeronautics and Astronautics, Massachusetts Inst. of Technology, Cambridge MA · Associate Professor, Department of Aeronautics and Astronautics, Massachusetts Inst. of Technology, Cambridge MA

  9. Moore, Escher, Penrose: A Conformal Golden Braid

    Oct 1, 2026Sophia Feldman, Assaf ShocherConstrained Generative ModelingDiffusion Model Guidance

    Technion - Israel Institute of Technology

  10. pCoMole: Pareto-Constrained Molecule Editing with Discrete Flows

    Oct 1, 2026Tong Chen, Maximilian Holsman, Lin Zhao +1Constrained Generative ModelingProtein Design

    Department of Computer and Information Science, University of Pennsylvania · Department of Computer Science, Duke University · Department of Bioengineering, University of Pennsylvania

  11. EP-Flow: Disordered Crystal Structure Prediction without Site-Level Annotations

    Oct 1, 2026Qiuliang Liu, Liming Wu, Qi Li +5Constrained Generative ModelingFlow Matching

    Institute of Physics, Chinese Academy of Sciences, Beijing, China · University of Chinese Academy of Sciences, Beijing, China · Gaoling School of Artificial Intelligence, Renmin University of China

  12. PMosFM: Preconditioned Manifold Matching for One-Step Physics-Constrained Generation

    Sep 30, 2026Zhangyong Liang, Haibin LingConstrained Generative ModelingPhysics-Informed Generative Modeling

    Department of Artificial Intelligence Westlake University

  13. Provably Tractable NFA-Constrained Language Generation via HMMs

    Sep 30, 2026Jialiang Sun, Kuldeep MeelConstrained Generative Modeling

    University of Toronto

  14. Fenchel Tilting: Weighted Correction for Efficient Finetuning of Generative Models

    Sep 30, 2026Maksim Bobrin, Maksim Zhdanov, Dmitry DylovDiffusion Model AlignmentConstrained Generative Modeling

    AXXX · Applied AI Institute · MBZUAI

  15. Synthesis Without Training: An Inference-Only Pipeline for Tabular, Temporal, and Relational Synthetic Data

    Sep 29, 2026Zilong Zhao, Abdul Raheem, Jiayu Li +5Constrained Generative ModelingSynthetic Data Generation

    Betterdata AI · National University of Singapore · University of Illinois Urbana-Champaign +1

  16. Multi-Agent Flow Matching with Decoupled Generative Guidance

    Sep 29, 2026Ruoyu Lin, Magnus Egerstedt, Fabio PasqualettiConstrained Generative ModelingFlow Matching

    Department of Electrical Engineering and Computer Science, University of California, Irvine, Irvine, CA 92697 USA · University of North Carolina at Chapel Hill, Chapel Hill, NC 27599 USA

  17. Manifold-Stable Flow Matching

    Sep 28, 2026Amirhossein Nazerian, Ali Pezeshki, Jianguo ZhaoConstrained Generative ModelingFlow Matching

    Department of Mechanical Engineering Colorado State University Fort Collins, CO 80523, USA · Department of Electrical and Computer Engineering Colorado State University Fort Collins, CO 80523, USA

  18. Continuous Variational Synthesis

    Sep 28, 2026Alan N. Amin, Mattia G. Gollub, Andrei Slabodkin +2Variational AutoencodersConstrained Generative Modeling

    JURA Bio, Inc. Boston, MA 02125, USA

  19. Grab a Coffee: Future-Aware Guidance for Discrete Diffusion with Compiled Objectives

    Sep 28, 2026Hua, Xu, Dongxin Li +4Constrained Generative ModelingDiffusion Model Guidance

    Edward · Data Science and Analytics Thrust, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China · Department of Computer Science, University of California, Los Angeles, USA +1

  20. ConCAD: Constraint-Aware Image-to-CAD Generation with Dual-Granularity Rewards

    Sep 28, 2026Chenxi Zhai, Xi Cheng, Hang Cheng +5Constrained Generative Modeling3D Asset Generation

    Tsinghua University, Shenzhen International Graduate School

  21. Admissible Diffusion for Multimodal Interventional Trajectories

    Sep 28, 2026Xing Han, Shravan Chaudhari, Jiarui Shao +2Constrained Generative ModelingCausal Inference

    Johns Hopkins University · Massachusetts Institute of Technology · Bayesian Health

  22. SLP-ProbHard: Probabilistic Hard-Constrained Learning via Structural Latent Parameterization

    Sep 27, 2026Wondesen Teshome Bekele, Marco D'OriaConstrained Generative ModelingLatent Variable Models

    Department of Engineering and Architecture, University of Parma, Parma, Italy · University School for Advanced Studies IUSS Pavia, Pavia, Italy

  23. Source Anchoring for Physical Consistency in Flow Matching Models

    Sep 27, 2026Giulia Romoli, Filippo Ruffini, Paolo SodaConstrained Generative ModelingPhysics-Informed Generative Modeling

    Department of Diagnostics and Intervention, Ume˚a University, Sweden · Unit of Artificial Intelligence and Computer Systems, Universit`a Campus Bio-Medico di Roma, Italy

  24. From Graphs to Feeders: Constraint-Guided Diffusion for Rule-Compliant Feeder Generation

    Sep 24, 2026Yu Qin, Andrew Glaws, Aadil Latif +1Constrained Generative ModelingDiffusion Models

    National Laboratory of the Rockies, Golden, Colorado, USA

  25. Backward SDEs-based Diffusion for Physics-Constrained Generation

    Sep 14, 2026Zihao WangDiffusion Model InversionConstrained Generative Modeling

  26. Let It Go or Learn to Self-Correct: Continuous Diffusion for Constrained Discrete Tasks

    Sep 8, 2026Mariia Drozdova, Stéphane Liem Nguyen, François FleuretConstrained Generative ModelingDiffusion Sampling

    University of Geneva

  27. Geodesic-informed Generative Diffusion Model For Topology-preserved Image Video Generation

    Sep 8, 2026Nian Wu, Nivetha Jayakumar, Jiarui Xing +1Constrained Generative ModelingImage Generation

    University of Virginia, Department of Electrical & Computer Engineering, Charlottesville, VA, USA · Yale School of Medicine, New Haven, CT, USA · University of Virginia, Department of Computer Science, Charlottesville, VA, USA

  28. BlueprintAgent: Constraint-Triggered Targeted Revisits for Simulation-Ready Generation from Scanned Structural Blueprints

    Sep 7, 2026Zhouyuan Xu, Chen Yang, Linhao Wang +2Document UnderstandingConstrained Generative Modeling

    Tsinghua University, Beijing 100084, China

  29. Fill My Mirror: Geometry-Constrained Mirror Inpainting

    Sep 3, 2026Ofek Basson, Shimon Vainer, Yacov Hel-Or +1Constrained Generative ModelingImage Inpainting

    Reichman University

  30. Latent-Space No-Arbitrage Geometry of Generative Models for Implied Volatility Surfaces

    Aug 31, 2026Jing Wang, Shuaiqiang Liu, Cornelis VuikConstrained Generative ModelingNeural Representation Geometry

    Delft Institute of Applied Mathematics, Delft University of Technology