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 1 / 3 页

1. CVPR 20253D Gaussian Head Avatars with Expressive Dynamic Appearances by Compact Tensorial Representations
2. CVPR 20253D Gaussian Inpainting with Depth-Guided Cross-View Consistency
3. CVPR 20253D-GSW: 3D Gaussian Splatting for Robust Watermarking
4. CVPR 20253D-HGS: 3D Half-Gaussian Splatting
5. CVPR 20253DGUT: Enabling Distorted Cameras and Secondary Rays in Gaussian Splatting
6. CVPR 20254D LangSplat: 4D Language Gaussian Splatting via Multimodal Large Language Models
7. CVPR 2025ActiveGAMER: Active GAussian Mapping through Efficient Rendering
8. CVPR 2025AniGS: Animatable Gaussian Avatar from a Single Image with Inconsistent Gaussian Reconstruction
9. CVPR 2025BARD-GS: Blur-Aware Reconstruction of Dynamic Scenes via Gaussian Splatting
10. CVPR 2025BG-Triangle: Bezier Gaussian Triangle for 3D Vectorization and Rendering
11. CVPR 2025Bridging the Gap between Gaussian Diffusion Models and Universal Quantization for Image Compression
12. CVPR 2025CoCoGaussian: Leveraging Circle of Confusion for Gaussian Splatting from Defocused Images
13. CVPR 2025CoMapGS: Covisibility Map-based Gaussian Splatting for Sparse Novel View Synthesis
14. CVPR 2025Creating Your Editable 3D Photorealistic Avatar with Tetrahedron-constrained Gaussian Splatting
15. CVPR 2025DashGaussian: Optimizing 3D Gaussian Splatting in 200 Seconds
16. CVPR 2025DepthSplat: Connecting Gaussian Splatting and Depth
17. CVPR 2025DeSplat: Decomposed Gaussian Splatting for Distractor-Free Rendering
18. CVPR 2025DiET-GS: Diffusion Prior and Event Stream-Assisted Motion Deblurring 3D Gaussian Splatting
19. CVPR 2025DoF-Gaussian: Controllable Depth-of-Field for 3D Gaussian Splatting
20. CVPR 2025DOF-GS: Adjustable Depth-of-Field 3D Gaussian Splatting for Post-Capture Refocusing, Defocus Rendering and Blur Removal
21. CVPR 2025Dr. Splat: Directly Referring 3D Gaussian Splatting via Direct Language Embedding Registration
22. CVPR 2025DroneSplat: 3D Gaussian Splatting for Robust 3D Reconstruction from In-the-Wild Drone Imagery
23. CVPR 2025DropGaussian: Structural Regularization for Sparse-view Gaussian Splatting
24. CVPR 2025EAP-GS: Efficient Augmentation of Pointcloud for 3D Gaussian Splatting in Few-shot Scene Reconstruction
25. CVPR 2025Efficient Decoupled Feature 3D Gaussian Splatting via Hierarchical Compression
26. CVPR 2025Efficient Dynamic Scene Editing via 4D Gaussian-based Static-Dynamic Separation
27. CVPR 2025EigenGS Representation: From Eigenspace to Gaussian Image Space
28. CVPR 2025EnvGS: Modeling View-Dependent Appearance with Environment Gaussian
29. CVPR 2025EVolSplat: Efficient Volume-based Gaussian Splatting for Urban View Synthesis
30. CVPR 2025FATE: Full-head Gaussian Avatar with Textural Editing from Monocular Video
31. CVPR 2025Feat2GS: Probing Visual Foundation Models with Gaussian Splatting
32. CVPR 2025Feature Information Driven Position Gaussian Distribution Estimation for Tiny Object Detection
33. CVPR 2025FlashGS: Efficient 3D Gaussian Splatting for Large-scale and High-resolution Rendering
34. CVPR 2025FlexDrive: Toward Trajectory Flexibility in Driving Scene Gaussian Splatting Reconstruction and Rendering
35. CVPR 2025FlexGS: Train Once, Deploy Everywhere with Many-in-One Flexible 3D Gaussian Splatting
36. CVPR 2025Free360: Layered Gaussian Splatting for Unbounded 360-Degree View Synthesis from Extremely Sparse and Unposed Views
37. CVPR 2025FreeGave: 3D Physics Learning from Dynamic Videos by Gaussian Velocity
38. CVPR 2025FreeTimeGS: Free Gaussian Primitives at Anytime Anywhere for Dynamic Scene Reconstruction
39. CVPR 2025From Sparse to Dense: Camera Relocalization with Scene-Specific Detector from Feature Gaussian Splatting
40. CVPR 2025GAF: Gaussian Avatar Reconstruction from Monocular Videos via Multi-view Diffusion
41. CVPR 2025GASP: Gaussian Avatars with Synthetic Priors
42. CVPR 2025GauCho: Gaussian Distributions with Cholesky Decomposition for Oriented Object Detection
43. CVPR 2025GaussHDR: High Dynamic Range Gaussian Splatting via Learning Unified 3D and 2D Local Tone Mapping
44. CVPR 2025Gaussian Eigen Models for Human Heads
45. CVPR 2025Gaussian Splashing: Unified Particles for Versatile Motion Synthesis and Rendering
46. CVPR 2025Gaussian Splatting Feature Fields for (Privacy-Preserving) Visual Localization
47. CVPR 2025Gaussian Splatting for Efficient Satellite Image Photogrammetry
48. CVPR 2025GaussianSpa: An "Optimizing-Sparsifying" Simplification Framework for Compact and High-Quality 3D Gaussian Splatting
49. CVPR 2025GaussianUDF: Inferring Unsigned Distance Functions through 3D Gaussian Splatting
50. CVPR 2025GauSTAR: Gaussian Surface Tracking and Reconstruction

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。