Deformable 3D Gaussian Splatting (D-3DGS) re-constructs dynamic scenes from monocular video by deforming a canonical set of 3D Gaussians through a positional-encoded MLP of frame time t. Although fitted to a continuous variable, the MLP couples no two values of t in its architecture and effectively predicts discrete per-frame offsets, leaving temporal smoothness to emerge only as a byproduct of optimisation. We redesign the deformation field as a stack of Closed-form Continuous-time (CfC) cells, a Liquid Neural Network (LNN), that is the closed-form solution of the Liquid Time-constant ODE while preserving every other part of the D-3DGS pipeline. Each cell exposes a sigmoidal time gate that interpolates between two candidate hidden states, baking a learned smooth response to t into the loss landscape without invoking any numerical solver. On the eight D-NeRF and seven NeRF-DS scenes the liquid field matches or exceeds the MLP baseline in aggregate, with its largest gains concentrated on the scenes with the most high-frequency articulated motion. The result is a near-zero-friction architectural design that turns the discrete MLP deformation field into an explicit continuous-time function of t.
GSDeformer: Direct, Real-time and Extensible Cage-based Deformation for 3D Gaussian Splatting
National Centre for Computer Animation（国家计算机动画中心）；Bournemouth University（伯恩茅斯大学）；Department of Computer Science and Information Engineering（计算机科学与信息工程系）
PairDropGS: Paired Dropout-Induced Consistency Regularization for Sparse-View Gaussian Splatting
School of Computer Science, Harbin Institute of Technology, Shenzhen, China（哈尔滨工业大学深圳校区计算机科学学院，中国）；Pengcheng Laboratory, Shenzhen, China（鹏城实验室，中国）；Smart Coding Institute, Pengcheng Laboratory, Shenzhen, China（鹏城实验室智能编码研究所，中国）；School of Computer Science, Harbin Institute of Technology, Harbin, China（哈尔滨工业大学计算机科学学院，中国）
Department of Electronics Engineering, Sogang University（西江大学电子工程系）；NAVER Cloud Corp（NAVER Cloud公司）；Department of Electrical & Electronics Engineering, Pusan National University（釜山国立大学电气与电子工程系）
DIGS: Dynamic CBCT Reconstruction using Deformation-Informed 4D Gaussian Splatting and a Low-Rank Free-Form Deformation Model
UCL Hawkes Institute, Department of Medical Physics and Biomedical Engineering, University College London, United Kingdom（伦敦大学学院霍克斯研究所，医学物理与生物医学工程系，伦敦大学学院，英国）；Department of Computer Science, University College London, United Kingdom（伦敦大学学院计算机科学系，伦敦大学学院，英国）；Elekta, AB, Stockholm, Sweden（Elekta公司，斯德哥尔摩，瑞典）；Institute of Nuclear Medicine, University College London, United Kingdom（伦敦大学学院核医学研究所，伦敦大学学院，英国）
UGOD: Uncertainty-Guided Opacity and Dropout for Sparse-View 3D Gaussian Splatting
Manchester Metropolitan University（曼彻斯特城市大学）；University of Surrey（萨里大学）；Imperial College London（帝国理工学院）；University of Exeter（埃克塞特大学）；Southeast University（东南大学）；Nanjing University of Science and Technology（南京理工大学）；University of Leeds（利兹大学）；Aston University（阿斯顿大学）
BridgeSplat: Bidirectionally Coupled CT and Non-Rigid Gaussian Splatting for Deformable Intraoperative Surgical Navigation
Computer Aided Medical Procedures, TU Munich, Munich, Germany（慕尼黑技术大学计算机辅助医疗程序部）；Department of General, Visceral, and Transplantation Surgery, Hospital of the LMU Munich, Ludwig-Maximilians-Universität (LMU), Munich, Germany（慕尼黑路德维希-马克西米利安大学（LMU）普通外科、 visceral外科及移植外科部门）；Harvard Medical School, Brigham and Women's Hospital, Boston, MA, USA（哈佛医学院布里特妇女医院）
SplattingAvatar: Realistic Real-Time Human Avatars with Mesh-Embedded Gaussian Splatting
The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州））；Prometheus Vision Technology Co., Ltd.（天演智视科技有限公司）；The Hong Kong University of Science and Technology（香港科技大学）
NRGS-SLAM: Monocular Non-Rigid SLAM for Endoscopy via Deformation-Aware 3D Gaussian Splatting
Department of Mechanical and Automation Engineering and T Stone Robotics Institute, The Chinese University of Hong Kong（机械与自动化工程系和T Stone机器人研究所，香港中文大学）；School of Automation and Intelligent Sensing, the State Key Laboratory of Avionics Integration and Aviation System of-Systems Synthesis, and Shanghai Key Laboratory of Navigation and Location Based Services, Shanghai Jiao Tong University（自动化与智能感知学院、航空系统集成与航空系统综合国家重点实验室、上海导航与定位服务重点实验室，上海交通大学）
HAIF-GS: Hierarchical and Induced Flow-Guided Gaussian Splatting for Dynamic Scene
Institute of Computing Technology, Chinese Academy of Sciences, ICT（中国科学院计算技术研究所）；University of Chinese Academy of Sciences, UCAS（中国科学院大学）；The University of Queensland（昆士兰大学）；Jiangsu University（江苏大学）
DeGenseGS: Geometrically and Semantically Decoupled Surgical Scene Understanding in 4D Gaussian Splatting
School of Automation, Southeast University（东南大学自动化学院）；School of Internet of Things, Nanjing University of Posts and Telecommunications（南京邮电大学物联网学院）；Department of Biomedical Engineering, National University of Singapore（新加坡国立大学生物医学工程系）
PD$^{2}$GS: Part-Level Decoupling and Continuous Deformation of Articulated Objects via Gaussian Splatting
Anhui University（安徽大学）；Beijing University of Posts and Telecommunications（北京邮电大学）；Beijing Innovation Center of Humanoid Robotics（北京人形机器人创新中心）；Beijing Institute of Architectural Design（北京建筑院设计研究院）
GrainGS: Gradient-Decoupled Gaussian Splatting for Efficient Dynamic Novel View Synthesis
College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics（南京航空航天大学人工智能学院）；Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所）；Department of Computing, Hong Kong Polytechnic University（香港理工大学计算学系）；School of Computer Science, Peking University（北京大学计算机科学学院）；Guangdong Laboratory of Artificial Intelligence and Digital Economy（广东省人工智能与数字经济实验室）；Huawei Consumer Business Group, Huawei（华为消费者业务集团）；Department of Information Engineering and Computer Science, University of Trento（特伦托大学信息工程与计算机科学系）
PLEDGE: Progressive Lossy Error-Bounded Compression of 3D Gaussian Splatting
Oregon State University（俄勒冈州立大学）；The Ohio State University（俄亥俄州立大学）；Argonne National Laboratory（阿贡国家实验室）；The University of Texas Rio Grande Valley（德克萨斯大学里奥格兰德河谷分校）
Motion-aware 3D Gaussian Splatting for Efficient Dynamic Scene Reconstruction
University of Science and Technology of China（中国科学技术大学）；Institute of Artificial Intelligence, Hefei Comprehensive National Science Center（合肥综合性国家科学中心人工智能研究院）
TalkingGaussian: Structure-Persistent 3D Talking Head Synthesis via Gaussian Splatting
Beihang University（北京航空航天大学）；Institute of Semiconductors, Chinese Academy of Sciences（中国科学院半导体研究所）；Griffith University（格里菲斯大学）；RIKEN AIP（理化学研究所人工智能项目）；The University of Tokyo（东京大学）
Scale-GS: Efficient Scalable Gaussian Splatting via Redundancy-filtering Training on Streaming Content
School of Computer Science and Technology, Dalian University of Technology（大连理工大学计算机科学与技术学院）；Key Laboratory of Social Computing and Cognitive Intelligence (Dalian University of Technology), Ministry of Education（社会科学与认知智能重点实验室（大连理工大学））；Department of Automation, Tsinghua University（清华大学自动化系）
