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 1,049 篇，第 1 / 21 页

1. CVPR 20263D Gaussian Splatting at Arbitrary Resolutions with Compact Proxy Anchors
2. CVPR 20263D Gaussian Splatting from Unposed Spike Stream
3. CVPR 20263D Gaussian Splatting with Self-Constrained Priors for High Fidelity Surface
4. CVPR 20264C4D 4 Camera 4D Gaussian Splatting
5. CVPR 2026AERGS-SLAM Auto-Exposure-Robust Stereo 3D Gaussian Splatting SLAM
6. CVPR 2026AeroDGS Physically Consistent Dynamic Gaussian Splatting for Single-Sequence Aerial 4D
7. CVPR 2026AnchorSplat Feed-Forward 3D Gaussian Splatting With 3D Geometric Priors
8. CVPR 2026AvatarPointillist AutoRegressive 4D Gaussian Avatarization
9. CVPR 2026BA-GS Bayesian Adaptive Gaussian Splatting for SFM-Free 3D Reconstruction
10. CVPR 2026CGHair Compact Gaussian Hair Reconstruction with Card Clustering
11. CVPR 2026Chorus Multi-Teacher Pretraining for Holistic 3D Gaussian Scene Encoding
12. CVPR 2026ClipGStream Clip-Stream Gaussian Splatting for Any Length and Any Motion
13. CVPR 2026Confidence-Guided Multi-Scale Aggregation for Sparse-View High-Resolution 3D Gaussian Splatting
14. CVPR 2026CoRoGS Contextual Gaussian Splatting for Robust Large-Deviation View Synthesis
15. CVPR 2026Cross-Instance Gaussian Splatting Registration via Geometry-Aware Feature-Guided Alignment
16. CVPR 2026Deformable Gaussian Occupancy Decoupling Rigid and Nonrigid Motion with Factorized
17. CVPR 2026Depth Peeling for High-Fidelity Gaussian-Enhanced Surfel Rendering
18. CVPR 2026DirectFisheye-GS Enabling Native Fisheye Input in Gaussian Splatting with Cross-View
19. CVPR 2026Disco-GS Gaussian Splatting in Dynamic Color Lighting
20. CVPR 2026Distilling Unsigned Distance Function for Surface Reconstruction from 3D Gaussian
21. CVPR 2026DLWM Dual Latent World Models enable Holistic Gaussian-centric Pre-training in
22. CVPR 2026Dropping Anchor and Spherical Harmonics for Sparse-view Gaussian Splatting
23. CVPR 2026DualSplat Robust 3D Gaussian Splatting via Pseudo-Mask Bootstrapping from Reconstruction
24. CVPR 2026E2EGS Event-to-Edge Gaussian Splatting for Pose-Free 3D Reconstruction
25. CVPR 2026EcoSplat Efficiency-controllable Feed-forward 3D Gaussian Splatting from Multi-view Images
26. CVPR 2026ELITE Efficient Gaussian Head Avatar from a Monocular Video via
27. CVPR 2026EMGauss Continuous Slice-to-3D Reconstruction via Dynamic Gaussian Modeling in Volume
28. CVPR 2026EmoDiffTalk Emotion-aware Diffusion for Editable 3D Gaussian Talking Head
29. CVPR 2026Eulerian Gaussian Splatting using Hashed Probability Pyramids
30. CVPR 2026Event-Based Motion Deblurring Using Task-Oriented 3D Gaussian Event Representations
31. CVPR 2026Exact-GS Mathematically Rigorous and Accurate 3D Gaussian Splatting for 3D
32. CVPR 2026Faster-GS Analyzing and Improving Gaussian Splatting Optimization
33. CVPR 2026FastEventDGS Deformable Gaussian Splatting for Fast Dynamic Scenes from a
34. CVPR 2026FastGS Training 3D Gaussian Splatting in 100 Seconds
35. CVPR 2026Feed-forward Gaussian Registration for Head Avatar Creation and Editing
36. CVPR 2026FlexAvatar Flexible Large Reconstruction Model for Animatable Gaussian Head Avatars
37. CVPR 2026Flow4DGS-SLAM Optical Flow-Guided 4D Gaussian Splatting SLAM
38. CVPR 2026FreeArtGS Articulated Gaussian Splatting Under Free-moving Scenario
39. CVPR 2026Gaussian Mapping for Evolving Scenes
40. CVPR 2026GaussianMatch Semi-Supervised Regression with Pseudo-Label Filtering via Multi-View Gaussian Consistency
41. CVPR 2026GaussianPile A Unified Sparse Gaussian Splatting Framework for Slice-based Volumetric
42. CVPR 2026Generalizing Visual Geometry Priors to Sparse Gaussian Occupancy Prediction
43. CVPR 2026Geometric-Photometric Event-based 3D Gaussian Ray Tracing
44. CVPR 2026GeoPredict Leveraging Predictive Kinematics and 3D Gaussian Geometry for Precise
45. CVPR 2026GIFSplat Generative Prior-Guided Iterative Feed-Forward 3D Gaussian Splatting from Sparse
46. CVPR 2026GOR-IS 3D Gaussian Object Removal In the Intrinsic Space
47. CVPR 2026GP-4DGS Probabilistic 4D Gaussian Splatting from Monocular Video via Variational
48. CVPR 2026GS2 Graph-based Spatial Distribution Optimization for Compact 3D Gaussian Splatting
49. CVPR 2026HeroGS Hierarchical Guidance for Robust 3D Gaussian Splatting under Sparse
50. CVPR 2026Hierarchical Visual Relocalization with Nearest View Synthesis from Feature Gaussian

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。