{"total":79,"rows":[{"id":"2403.14404","title":"Physics-Informed Diffusion Models","created":"2024-03-21","cited_by_count":90,"area":"diffusion"},{"id":"2402.03559","title":"Constrained Synthesis with Projected Diffusion Models","created":"2024-02-05","cited_by_count":89,"area":"diffusion"},{"id":"2308.05384","title":"Enhancing Deep Reinforcement Learning: A Tutorial on Generative Diffusion Models in Network Optimization","created":"2023-08-10","cited_by_count":56,"area":"diffusion"},{"id":"2305.18470","title":"Aligning Optimization Trajectories with Diffusion Models for Constrained Design Generation","created":"2023-05-29","cited_by_count":52,"area":"diffusion"},{"id":"2412.09342","title":"Diffusion Predictive Control with Constraints","created":"2024-12-12","cited_by_count":33,"area":"diffusion"},{"id":"2404.17525","title":"Large Language Model Agent as a Mechanical Designer","created":"2024-04-26","cited_by_count":21,"area":"agents"},{"id":"2502.05625","title":"Training-Free Constrained Generation With Stable Diffusion Models","created":"2025-02-08","cited_by_count":20,"area":"diffusion"},{"id":"2502.15043","title":"DDAT: Diffusion Policies Enforcing Dynamically Admissible Robot Trajectories","created":"2025-02-20","cited_by_count":14,"area":"diffusion"},{"id":"2404.08254","title":"Balanced Mixed-Type Tabular Data Synthesis with Diffusion Models","created":"2024-04-12","cited_by_count":12,"area":"diffusion"},{"id":"2306.15166","title":"Constraining Generative Models for Engineering Design with Negative Data","created":"2023-06-27","cited_by_count":11,"area":null},{"id":"2311.06315","title":"ShipGen: A Diffusion Model for Parametric Ship Hull Generation with Multiple Objectives and Constraints","created":"2023-11-09","cited_by_count":11,"area":null},{"id":"2406.00990","title":"Constraint-Aware Diffusion Models for Trajectory Optimization","created":"2024-06-03","cited_by_count":11,"area":"diffusion"},{"id":"2501.06572","title":"Evolutionary Optimization of Physics-Informed Neural Networks: Evo-PINN Frontiers and Opportunities","created":"2025-01-11","cited_by_count":11,"area":null},{"id":"2506.01121","title":"Neuro-Symbolic Generative Diffusion Models for Physically Grounded, Robust, and Safe Generation","created":"2025-06-01","cited_by_count":10,"area":"diffusion"},{"id":"2406.12349","title":"Effective Generation of Feasible Solutions for Integer Programming via Guided Diffusion","created":"2024-06-18","cited_by_count":8,"area":"diffusion"},{"id":"2407.21314","title":"State-observation augmented diffusion model for nonlinear assimilation with unknown dynamics","created":"2024-07-31","cited_by_count":8,"area":"diffusion"},{"id":"2504.00342","title":"Aligning Diffusion Model with Problem Constraints for Trajectory Optimization","created":"2025-04-01","cited_by_count":7,"area":"diffusion"},{"id":"2507.08619","title":"Agentic Large Language Models for Conceptual Systems Engineering and Design","created":"2025-07-11","cited_by_count":7,"area":"lr"},{"id":"2305.04107","title":"DMF-TONN: Direct Mesh-free Topology Optimization using Neural Networks","created":"2023-05-06","cited_by_count":6,"area":null},{"id":"2406.13154","title":"Conditional score-based diffusion models for solving inverse problems in mechanics","created":"2024-06-19","cited_by_count":6,"area":"diffusion"},{"id":"2512.00422","title":"PhysGen: Physically Grounded 3D Shape Generation for Industrial Design","created":"2025-11-29","cited_by_count":6,"area":null},{"id":"2309.11601","title":"Latent Diffusion Models for Structural Component Design","created":"2023-09-20","cited_by_count":5,"area":"diffusion"},{"id":"2403.08487","title":"Model Will Tell: Training Membership Inference for Diffusion Models","created":"2024-03-13","cited_by_count":5,"area":"diffusion"},{"id":"2506.02955","title":"UniConFlow: A Unified Constrained Flow-Matching Framework for Certified Motion Planning","created":"2025-06-03","cited_by_count":5,"area":"diffusion"},{"id":"2506.13834","title":"Evolvable Conditional Diffusion","created":"2025-06-16","cited_by_count":5,"area":null},{"id":"2601.19091","title":"Out-of-Distribution Generalization for Neural Physics Solvers","created":"2026-01-27","cited_by_count":5,"area":null},{"id":"2303.15161","title":"Data Augmentation for Environmental Sound Classification Using Diffusion Probabilistic Model with Top-k Selection Discriminator","created":"2023-03-27","cited_by_count":4,"area":"diffusion"},{"id":"2401.12578","title":"ToDA: Target-oriented Diffusion Attacker against Recommendation System","created":"2024-01-23","cited_by_count":4,"area":"diffusion"},{"id":"2407.03333","title":"C-ShipGen: A Conditional Guided Diffusion Model for Parametric Ship Hull Design","created":"2024-05-10","cited_by_count":4,"area":"diffusion"},{"id":"2605.31314","title":"AR Forcing: Towards Long-Horizon Robot Navigation World Model","created":"2026-05-29","cited_by_count":4,"area":"wm"},{"id":"2606.02179","title":"On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching","created":"2026-06-01","cited_by_count":4,"area":"diffusion"},{"id":"2305.10460","title":"Topology Optimization using Neural Networks with Conditioning Field Initialization for Improved Efficiency","created":"2023-05-17","cited_by_count":3,"area":null},{"id":"2402.05073","title":"NITO: Neural Implicit Fields for Resolution-free Topology Optimization","created":"2024-02-07","cited_by_count":3,"area":null},{"id":"2409.13328","title":"Generative Aerodynamic Design with Diffusion Probabilistic Models","created":"2024-09-20","cited_by_count":3,"area":"diffusion"},{"id":"2411.16714","title":"TPIE: Topology-Preserved Image Editing With Text Instructions","created":"2024-11-22","cited_by_count":3,"area":null},{"id":"2502.15613","title":"Pick-and-place Manipulation Across Grippers Without Retraining: A Learning-optimization Diffusion Policy Approach","created":"2025-02-21","cited_by_count":3,"area":"diffusion"},{"id":"2506.21748","title":"Inverse Design of Diffractive Metasurfaces Using Diffusion Models","created":"2025-06-26","cited_by_count":3,"area":"diffusion"},{"id":"2508.04605","title":"Multitask Learning with Stochastic Interpolants","created":"2025-08-06","cited_by_count":3,"area":"diffusion"},{"id":"2510.23667","title":"Optimize Any Topology: A Foundation Model for Shape- and Resolution-Free Structural Topology Optimization","created":"2025-10-26","cited_by_count":3,"area":null},{"id":"2511.05355","title":"SAD-Flower: Flow Matching for Safe, Admissible, and Dynamically Consistent Planning","created":"2025-11-07","cited_by_count":3,"area":null},{"id":"2603.27448","title":"GIFT: Bootstrapping Image-to-CAD Program Synthesis via Geometric Feedback","created":"2026-03-28","cited_by_count":3,"area":null},{"id":"2605.12754","title":"Constraint-Aware Flow Matching: Decision Aligned End-to-End Training for Constrained Sampling","created":"2026-05-12","cited_by_count":3,"area":"diffusion"},{"id":"2605.19743","title":"EngiAI: Capability-Based Evaluation of Tool-Connected LLM Agents for Engineering Design","created":"2026-05-19","cited_by_count":3,"area":"agents"},{"id":"2403.04937","title":"Gradient-free neural topology optimization: Towards effective fracture-resistant designs","created":"2024-03-07","cited_by_count":2,"area":null},{"id":"2403.12098","title":"Deep Generative Design for Mass Production","created":"2024-03-16","cited_by_count":2,"area":null},{"id":"2408.08526","title":"Inverse design with conditional cascaded diffusion models","created":"2024-08-16","cited_by_count":2,"area":"diffusion"},{"id":"2509.11621","title":"Inference-stage Adaptation-projection Strategy Adapts Diffusion Policy to Cross-manipulators Scenarios","created":"2025-09-15","cited_by_count":2,"area":"diffusion"},{"id":"2404.08708","title":"Multi-scale Topology Optimization using Neural Networks","created":"2024-04-11","cited_by_count":1,"area":null},{"id":"2502.13174","title":"Diverse Topology Optimization using Modulated Neural Fields","created":"2025-02-17","cited_by_count":1,"area":null},{"id":"2511.12757","title":"Which Way from B to A: The role of embedding geometry in image interpolation for Stable Diffusion","created":"2025-11-16","cited_by_count":1,"area":"diffusion"},{"id":"2602.02735","title":"TabPFN for Zero-shot Parametric Engineering Design Generation","created":"2026-02-02","cited_by_count":1,"area":null},{"id":"2603.25099","title":"Large Language Models as Optimization Controllers: Adaptive Continuation for SIMP Topology Optimization","created":"2026-03-26","cited_by_count":1,"area":null},{"id":"2603.27195","title":"AutoMS: Multi-Agent Evolutionary Search for Cross-Physics Inverse Microstructure Design","created":"2026-03-28","cited_by_count":1,"area":"agents"},{"id":"2605.16966","title":"Harnessing AI for Inverse Partial Differential Equation Problems: Past, Present, and Prospects","created":"2026-05-16","cited_by_count":1,"area":null},{"id":"2607.07233","title":"HPG-Diff: Hierarchical physics-guided diffusion with differentiable connectivity constraints for topology optimization","created":"2026-07-08","cited_by_count":1,"area":"diffusion"},{"id":"2607.14652","title":"Trajectory-Aware Flow Matching for Topology Optimisation","created":"2026-07-16","cited_by_count":1,"area":"diffusion"},{"id":"2608.22606","title":"Adversarial Agents on Topology Optimization: Understanding the Fragility and Robustness of Deep Learning-based and Physics-Based Design Models under Adversarial Perturbation","created":"2026-08-23","cited_by_count":1,"area":null},{"id":"2609.10643","title":"Zero-shot rib design: merging training-free generative prior with topology optimization","created":"2026-09-09","cited_by_count":1,"area":null},{"id":"2609.15001","title":"HGTO: A Unified Graph-Based Physics-Informed Formulation for Structural Topology Optimization","created":"2026-09-14","cited_by_count":1,"area":null},{"id":"2409.02124","title":"TrajWeaver: Trajectory Recovery with State Propagation Diffusion Model","created":"2024-09-01","cited_by_count":0,"area":"diffusion"},{"id":"2502.07636","title":"Consistency Training with Physical Constraints","created":"2025-02-11","cited_by_count":0,"area":"diffusion"},{"id":"2506.15263","title":"Minimizing Structural Vibrations via Guided Flow Matching Design Optimization","created":"2025-06-18","cited_by_count":0,"area":null},{"id":"2507.11639","title":"Deep Generative Methods and Tire Architecture Design","created":"2025-07-15","cited_by_count":0,"area":"diffusion"},{"id":"2508.01589","title":"Censored Sampling for Topology Design: Guiding Diffusion with Human Preferences","created":"2025-08-03","cited_by_count":0,"area":"diffusion"},{"id":"2508.09922","title":"Prototype-Guided Diffusion: Visual Conditioning without External Memory","created":"2025-08-13","cited_by_count":0,"area":"diffusion"},{"id":"2508.20138","title":"MicroLad: 2D-to-3D Microstructure Reconstruction and Generation via Latent Diffusion and Score Distillation","created":"2025-08-27","cited_by_count":0,"area":"diffusion"},{"id":"2510.08590","title":"Evolutionary Computation as Natural Generative AI","created":"2025-10-04","cited_by_count":0,"area":null},{"id":"2511.16207","title":"Towards Overcoming Data Scarcity in Nuclear Energy: A Study on Critical Heat Flux with Physics-consistent Conditional Diffusion Model","created":"2025-11-20","cited_by_count":0,"area":"diffusion"},{"id":"2512.19469","title":"GLUE: Coordinating Pre-Trained Generative Models for System-Level Design","created":"2025-12-22","cited_by_count":0,"area":null},{"id":"2602.00384","title":"RePaint-Enhanced Conditional Diffusion Model for Parametric Engineering Designs under Performance and Parameter Constraints","created":"2026-01-30","cited_by_count":0,"area":"diffusion"},{"id":"2602.22430","title":"TopoEdit: Fast Post-Optimization Editing of Topology Optimized Structures","created":"2026-02-25","cited_by_count":0,"area":null},{"id":"2603.27000","title":"AutoSiMP: Autonomous Topology Optimization from Natural Language via LLM-Driven Problem Configuration and Adaptive Solver Control","created":"2026-03-27","cited_by_count":0,"area":null},{"id":"2606.11247","title":"Physics-informed generative AI for semiconductor manufacturing: Enforcing hard physical constraints in generative models by construction","created":"2026-06-08","cited_by_count":0,"area":null},{"id":"2606.12994","title":"DeepJEB++: Foundation Model-Driven Large-Scale 3D Engineering Dataset via 2D Latent Space Augmentation","created":"2026-06-11","cited_by_count":0,"area":null},{"id":"2606.19397","title":"DiffusionVS: A Generative Framework for Robust Visual Servoing Based on Diffusion Policy","created":"2026-06-17","cited_by_count":0,"area":"diffusion"},{"id":"2608.13669","title":"Multiphase-Diff: Diffusion-Based Generative Modeling for High-Contrast Multiphase Physical Systems with Sharp Interfaces","created":"2026-08-13","cited_by_count":0,"area":"diffusion"},{"id":"2609.00863","title":"Conditional Flow Matching for ML-Based Inverse Design Problems","created":"2026-09-01","cited_by_count":0,"area":"diffusion"},{"id":"2609.08153","title":"Geodesic-informed Generative Diffusion Model For Topology-preserved Image Video Generation","created":"2026-09-08","cited_by_count":0,"area":"diffusion"},{"id":"2609.33688","title":"TopoMamba: A Load-Support Relation-Guided Multi-Directional State-Space Model for Topology Optimization","created":"2026-09-27","cited_by_count":0,"area":null}],"next_cursor":null}