Deformable Object Simulation

Overview

Deformable object simulation studies how soft bodies move, bend, stretch, collide, and sometimes tear under forces, enabling prediction and control in settings where rigid-body models fail. Approaches range from finite element and material point methods to spring-mass and Cosserat-rod models, often accelerated with implicit or GPU-parallel solvers; differentiable simulators and learned graph, transformer, and neural-field models help with parameter fitting and fast prediction. These tools support robot manipulation, surgical planning, tactile sensing, animation, and digital twins, where accurate dynamics can reduce costly real-world trial and error. A central challenge is balancing speed and generalization with physical fidelity: contact, material variation, cutting, and real-world variability remain difficult to calibrate and reproduce reliably.

Latest papers

CardsList

84 papers17 papers in the last four weeks, up 42% on the four weeks before. 0.1% of all new papers.

  1. Explicit Frictional Contact Modeling in Neural Garment Simulation

    Oct 24, 2026Thanh-Nguyen Truong, Vu-Hoang Tran, Ching-Chun HuangDeformable Object SimulationNeural Surrogate Modeling

  2. FEM-Validated Real-Time Modelling of Soft Tactile Deformation

    Oct 12, 2026Silvia Terrile, Kaichen Shi, Taejun Kwon +5Deformable Object SimulationNeural Surrogate Modeling

  3. Continuous-Time Cloth Dynamics with Physics-Informed Neural ODEs

    Oct 9, 2026Yingdong Ru, Lipeng Zhuang, Zhuo He +1Deformable Object SimulationPhysics-Informed ML

  4. Observation-Referenced Tissue Deformation Forecasting with Tool-Driven and Residual Dynamics

    Oct 9, 2026Tom Olesch, Nan Xiao, Xiongye Xiao +2Deformable Object SimulationSurgical Robotics

  5. Refine Where It Matters: Contact-Adaptive Meshing for Deformable Object Manipulation

    Oct 9, 2026Gabriel Johnson, Tom Olesch, Fei LiuDeformable Object SimulationAdaptive Mesh Refinement

  6. Predicting Cable Dynamics with Physical Attention Bias

    Oct 8, 2026Avihai Giuili, Rotem Atari, Avishai Sintov +1Deformable Object SimulationAttention Mechanisms

  7. Same Action, Different Outcome: Variability in Dynamic Cloth Manipulation

    Oct 7, 2026Mahed Dadgostar, Guillem Alenyà, Júlia BorràsDeformable Object ManipulationRobotic Manipulation

  8. Video-to-Model: Automatic Modeling of Deformable Linear Objects

    Oct 7, 2026Akshun Sharma, Kimia Forghani, Yancy Diaz-MercadoDeformable Object Simulation

  9. Point It, Strike It: Direction-Conditioned Dynamic Manipulation of Deformable Linear Objects

    Oct 7, 2026Yi Yang, Xiang Fei, Lehong Wang +9Deformable Object ManipulationDynamic Robotic Manipulation

  10. PhysLDM: Latent Diffusion for High-Fidelity Deformable Simulation

    Oct 6, 2026Yu Zhang, Xudong Xu, Xingang PanVariational AutoencodersLatent Diffusion Models

  11. AIM: Adaptive Interaction Modeling Networks for Real-to-Sim Soft-Body Simulation

    Oct 5, 2026Tiancheng Yang, Dingshuo Chen, Tianle Chen +2Robotics SimulationRobot Dynamics Learning

  12. STC-MPM: Coupled Deformation, Progressive Damage, and Cut Formation in Soft-Tissue Cutting

    Oct 5, 2026Kewei Zuo, Jiahe Chen, Ziao Kuang +2Material Point MethodMaterials Science

  13. A differentiable Lagrangian-coupled 3D Gaussian Splatting-SPH model for forward simulation and inverse analysis in solid mechanics

    Oct 3, 2026Tian Xu, Soroush Atashi, Tianju XueDeformable Object SimulationStructural Mechanics

  14. FORM: Robot Manipulation through Direct Material Law Identification

    Sep 29, 2026Stepan Tretiakov, Ruihan Zhao, Cheng-Hsi Hsiao +6Deformable Object ManipulationRobotic Manipulation

  15. CoDimRecon: Agentic Reconstruction of Sim-Ready 3D Scenes with Deformable Curves, Surfaces, and Volumes

    Sep 28, 2026Shuzhao Xie, Lelin Wang, Guying Lin +2Articulated Object Reconstruction3D Reconstruction

  16. A Simple Gripper Interface for Simulator-Agnostic Cloth Manipulation

    Sep 24, 2026Abhilash Nayak, Franco Coltraro, Maria Alberich-Carramiñana +1Robotic GraspingRobotics Simulation

  17. TAPESIM: Efficient Simulation of Adhesive Tape Dispensing for Robotic Manipulation

    Sep 23, 2026Zhaofeng Luo, Xinyu Lu, Jaehoon Choi +10Contact-Rich Robotic ManipulationRobotics Simulation

  18. BladeMaster: Real-Time Robotic Cutting Simulation with Online-Generated Persistent Discontinuities

    Sep 23, 2026Zhanyu Yang, Yunuo Chen, Yanjia Huang +3Robotics SimulationDeformable Object Manipulation

  19. Contact-Stable Deformable Tissue Simulation Using Implicit Integration and Live-Pose Grasp Constraints for Laparoscopic Surgery Robot Policy Evaluation

    Sep 22, 2026Juahn Oh, Dongho Yee, Jinseok Lee +9Contact-Rich Robotic ManipulationRobotics Simulation

  20. DiagGen: Agentic Generation of Deformable Assets with Sim-based Diagnostics for Robotic Simulation

    Sep 19, 2026Guanxiong Chen, Yiduo Qu, Qianjun Xia +123D Asset GenerationRobotics Simulation

  21. WorldContact: A Contact-Centric World Model for Scalable Robot Learning

    Sep 17, 2026Caoliwen Wang, Mengdi Wang, Heng Zhang +7Robot Policy AdaptationWorld Models for Robotics

  22. DiT-Garment: Garment Dynamics with Diffusion Transformers

    Sep 16, 2026Antoine Dumoulin, Laurence Boissieux, Joao Regateiro +23D Mesh DeformationDeformable Object Simulation

  23. ForwardDLO: Model-Based Bimanual Shape Matching of Unconstrained Deformable Linear Objects

    Sep 16, 2026Tim Missal, Berk Guler, Lucas Domingues +3Bimanual Robotic ManipulationDeformable Object Manipulation

  24. How Well Do Pseudo-Rigid Body Models Capture Real Plants? In-Field Validation of Simulated Blueberry Canes

    Sep 12, 2026Hannah Kolano, Chelse VanAtter, Wei Yang +2Deformable Object SimulationRobotics Simulation

  25. RealSimLoop: Online Real-to-Sim Adaptation via Differentiable Reduced-Order Simulation with Vision Feedback

    Sep 9, 2026Zhihao Cen, Chuhua Xian, Hailin Sun +6Real-to-Sim TransferPhysics-Based Simulation

  26. FractureFields: Contact-Aware Binary Multi-Field Transfer for Fractured 3D Gaussian Simulation

    Aug 29, 2026Jianchen Wang, Runyang Qu, Fei LiDeformable Object SimulationMaterial Point Method