高斯过程论文趋势 2023–2026

主要结论

• 高斯过程论文从 2023 年的 154 篇增长到 2026 年的 341 篇，三年间扩大到约 2.2 倍。
• NeurIPS 是发高斯过程论文最多的会议，2023–2026 年共 372 篇，占四个会议总量的 35%。
• 交叉方向里涨得最快的是三维视觉：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 158 篇。
• 在「概率与贝叶斯」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的生成流是 1.9 倍，高斯过程是 2.2 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026Adaptive Prior Selection in Gaussian Process Bandits with Thompson Sampling
• ICML 2026A unified theory of feature learning in RNNs and DNNs
• ICLR 2026Adaptive Gaussian Expansion for On-the-fly Category Discovery
• CVPR 2026Distilling Unsigned Distance Function for Surface Reconstruction from 3D Gaussian
• NeurIPS 2025Accelerated Evolving Set Processes for Local PageRank Computation
• ICML 2025BARK: A Fully Bayesian Tree Kernel for Black-box Optimization
• ICLR 2025Boosting Methods for Interval-censored Data with Regression and Classification
• CVPR 20253D Gaussian Head Avatars with Expressive Dynamic Appearances by Compact Tensorial Representations
• NeurIPS 2024Numerically Stable Sparse Gaussian Processes via Minimum Separation using Cover Trees
• ICML 2024A Rate-Distortion View of Uncertainty Quantification
• ICLR 2024A General Framework for User-Guided Bayesian Optimization
• CVPR 2024Deep Imbalanced Regression via Hierarchical Classification Adjustment
• NeurIPS 2023A Bayesian Take on Gaussian Process Networks
• ICML 2023Are Gaussian Data All You Need? The Extents and Limits of Universality in High-Dimensional Generalized Linear Estimation
• ICLR 2023Accurate Bayesian Meta-Learning by Accurate Task Posterior Inference
• CVPR 2023Robust and Scalable Gaussian Process Regression and Its Applications
• NeurIPS 2026Amortized Structured Stochastic Variational Inference for Gaussian Process Latent Variable Models
• ICML 2026ALAS: Additive Learnable Alpha-Stable Kernels for Flexible Bayesian Optimization
• ICLR 2026Continuous multinomial logistic regression for neural decoding
• CVPR 2026ELITE Efficient Gaussian Head Avatar from a Monocular Video via

全部高斯过程论文

共 123 篇，第 2 / 3 页

51. CVPR 2025GBC-Splat: Generalizable Gaussian-Based Clothed Human Digitalization under Sparse RGB Cameras
52. CVPR 2025Generalized Gaussian Entropy Model for Point Cloud Attribute Compression with Dynamic Likelihood Intervals
53. CVPR 2025Generalized Recorrupted-to-Recorrupted: Self-Supervised Learning Beyond Gaussian Noise
54. CVPR 2025Geometry Field Splatting with Gaussian Surfels
55. CVPR 2025GIFStream: 4D Gaussian-based Immersive Video with Feature Stream
56. CVPR 2025GPAvatar: High-fidelity Head Avatars by Learning Efficient Gaussian Projections
57. CVPR 2025GuardSplat: Efficient and Robust Watermarking for 3D Gaussian Splatting
58. CVPR 2025Hardware-Rasterized Ray-Based Gaussian Splatting
59. CVPR 2025HiMoR: Monocular Deformable Gaussian Reconstruction with Hierarchical Motion Representation
60. CVPR 2025HoGS: Unified Near and Far Object Reconstruction via Homogeneous Gaussian Splatting
61. CVPR 2025Horizon-GS: Unified 3D Gaussian Splatting for Large-Scale Aerial-to-Ground Scenes
62. CVPR 2025HRAvatar: High-Quality and Relightable Gaussian Head Avatar
63. CVPR 2025HybridGS: Decoupling Transients and Statics with 2D and 3D Gaussian Splatting
64. CVPR 2025HyperGS: Hyperspectral 3D Gaussian Splatting
65. CVPR 2025iG-6DoF: Model-free 6DoF Pose Estimation for Unseen Object via Iterative 3D Gaussian Splatting
66. CVPR 2025Improving Gaussian Splatting with Localized Points Management
67. CVPR 2025IncEventGS: Pose-Free Gaussian Splatting from a Single Event Camera
68. CVPR 2025IndoorGS: Geometric Cues Guided Gaussian Splatting for Indoor Scene Reconstruction
69. CVPR 2025Instant Gaussian Stream: Fast and Generalizable Streaming of Dynamic Scene Reconstruction via Gaussian Splatting
70. CVPR 2025IRGS: Inter-Reflective Gaussian Splatting with 2D Gaussian Ray Tracing
71. CVPR 2025Learnable Infinite Taylor Gaussian for Dynamic View Rendering
72. CVPR 2025LiDAR-RT: Gaussian-based Ray Tracing for Dynamic LiDAR Re-simulation
73. CVPR 2025LITA-GS: Illumination-Agnostic Novel View Synthesis via Reference-Free 3D Gaussian Splatting and Physical Priors
74. CVPR 2025LOD-GS: Achieving Levels of Detail using Scalable Gaussian Soup
75. CVPR 2025Luminance-GS: Adapting 3D Gaussian Splatting to Challenging Lighting Conditions with View-Adaptive Curve Adjustment
76. CVPR 2025Mani-GS: Gaussian Splatting Manipulation with Triangular Mesh
77. CVPR 2025MaskGaussian: Adaptive 3D Gaussian Representation from Probabilistic Masks
78. CVPR 2025MeGA: Hybrid Mesh-Gaussian Head Avatar for High-Fidelity Rendering and Head Editing
79. CVPR 2025Mitigating Ambiguities in 3D Classification with Gaussian Splatting
80. CVPR 2025MoDec-GS: Global-to-Local Motion Decomposition and Temporal Interval Adjustment for Compact Dynamic 3D Gaussian Splatting
81. CVPR 2025Monocular and Generalizable Gaussian Talking Head Animation
82. CVPR 2025MonoSplat: Generalizable 3D Gaussian Splatting from Monocular Depth Foundation Models
83. CVPR 2025MoSca: Dynamic Gaussian Fusion from Casual Videos via 4D Motion Scaffolds
84. CVPR 2025NexusGS: Sparse View Synthesis with Epipolar Depth Priors in 3D Gaussian Splatting
85. CVPR 2025Nonisotropic Gaussian Diffusion for Realistic 3D Human Motion Prediction
86. CVPR 2025NTR-Gaussian: Nighttime Dynamic Thermal Reconstruction with 4D Gaussian Splatting Based on Thermodynamics
87. CVPR 2025Omni-Scene: Omni-Gaussian Representation for Ego-Centric Sparse-View Scene Reconstruction
88. CVPR 2025OmniSplat: Taming Feed-Forward 3D Gaussian Splatting for Omnidirectional Images with Editable Capabilities
89. CVPR 2025PanSplat: 4K Panorama Synthesis with Feed-Forward Gaussian Splatting
90. CVPR 2025PGC: Physics-Based Gaussian Cloth from a Single Pose
91. CVPR 2025POp-GS: Next Best View in 3D-Gaussian Splatting with P-Optimality
92. CVPR 2025PUP 3D-GS: Principled Uncertainty Pruning for 3D Gaussian Splatting
93. CVPR 2025RainyGS: Efficient Rain Synthesis with Physically-Based Gaussian Splatting
94. CVPR 2025ReCap: Better Gaussian Relighting with Cross-Environment Captures
95. CVPR 2025Ref-GS: Directional Factorization for 2D Gaussian Splatting
96. CVPR 2025RestorGS: Depth-aware Gaussian Splatting for Efficient 3D Scene Restoration
97. CVPR 2025Rethinking End-to-End 2D to 3D Scene Segmentation in Gaussian Splatting
98. CVPR 2025RGBAvatar: Reduced Gaussian Blendshapes for Online Modeling of Head Avatars
99. CVPR 2025RNG: Relightable Neural Gaussians
100. CVPR 2025RoGSplat: Learning Robust Generalizable Human Gaussian Splatting from Sparse Multi-View Images

常见问题

2023–2026 年四大会议一共有多少篇高斯过程论文？

共 1,049 篇，按年份分别是 2023 年 154 篇、2024 年 231 篇、2025 年 323 篇、2026 年 341 篇。

NeurIPS 2026 有多少篇高斯过程论文？

NeurIPS 2026 有 106 篇高斯过程论文，上一届是 106 篇。

ICLR 2026 有多少篇高斯过程论文？

ICLR 2026 有 40 篇高斯过程论文，上一届是 41 篇。

ICML 2026 有多少篇高斯过程论文？

ICML 2026 有 79 篇高斯过程论文，上一届是 53 篇。

CVPR 2026 有多少篇高斯过程论文？

CVPR 2026 有 116 篇高斯过程论文，上一届是 123 篇。

哪个会议的高斯过程论文最多？

NeurIPS，2023–2026 年共 372 篇。