高斯过程论文趋势 2023–2026
GP 回归与分类
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 1,049 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 69 | 27 | 48 | 10 | 154 |
| 2024 | 91 | 36 | 64 | 40 | 231 |
| 2025 | 106 | 41 | 53 | 123 | 323 |
| 2026 | 106 | 40 | 79 | 116 | 341 |
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 289 篇，第 5 / 6 页
- CVPR 2025Nonisotropic Gaussian Diffusion for Realistic 3D Human Motion Prediction
- CVPR 2025NTR-Gaussian: Nighttime Dynamic Thermal Reconstruction with 4D Gaussian Splatting Based on Thermodynamics
- CVPR 2025Omni-Scene: Omni-Gaussian Representation for Ego-Centric Sparse-View Scene Reconstruction
- CVPR 2025OmniSplat: Taming Feed-Forward 3D Gaussian Splatting for Omnidirectional Images with Editable Capabilities
- CVPR 2025PanSplat: 4K Panorama Synthesis with Feed-Forward Gaussian Splatting
- CVPR 2025PGC: Physics-Based Gaussian Cloth from a Single Pose
- CVPR 2025POp-GS: Next Best View in 3D-Gaussian Splatting with P-Optimality
- CVPR 2025PUP 3D-GS: Principled Uncertainty Pruning for 3D Gaussian Splatting
- CVPR 2025RainyGS: Efficient Rain Synthesis with Physically-Based Gaussian Splatting
- CVPR 2025ReCap: Better Gaussian Relighting with Cross-Environment Captures
- CVPR 2025Ref-GS: Directional Factorization for 2D Gaussian Splatting
- CVPR 2025RestorGS: Depth-aware Gaussian Splatting for Efficient 3D Scene Restoration
- CVPR 2025Rethinking End-to-End 2D to 3D Scene Segmentation in Gaussian Splatting
- CVPR 2025RGBAvatar: Reduced Gaussian Blendshapes for Online Modeling of Head Avatars
- CVPR 2025RNG: Relightable Neural Gaussians
- CVPR 2025RoGSplat: Learning Robust Generalizable Human Gaussian Splatting from Sparse Multi-View Images
- CVPR 2025S2Gaussian: Sparse-View Super-Resolution 3D Gaussian Splatting
- CVPR 2025SelfSplat: Pose-Free and 3D Prior-Free Generalizable 3D Gaussian Splatting
- CVPR 2025SfM-Free 3D Gaussian Splatting via Hierarchical Training
- CVPR 2025SGSST: Scaling Gaussian Splatting Style Transfer
- CVPR 2025SinGS: Animatable Single-Image Human Gaussian Splats with Kinematic Priors
- CVPR 2025SOGS: Second-Order Anchor for Advanced 3D Gaussian Splatting
- CVPR 2025Sparse2DGS: Geometry-Prioritized Gaussian Splatting for Surface Reconstruction from Sparse Views
- CVPR 2025SPC-GS: Gaussian Splatting with Semantic-Prompt Consistency for Indoor Open-World Free-view Synthesis from Sparse Inputs
- CVPR 2025SpecTRe-GS: Modeling Highly Specular Surfaces with Reflected Nearby Objects by Tracing Rays in 3D Gaussian Splatting
- CVPR 2025Speedy-Splat: Fast 3D Gaussian Splatting with Sparse Pixels and Sparse Primitives
- CVPR 2025Splatter-360: Generalizable 360 Gaussian Splatting for Wide-baseline Panoramic Images
- CVPR 2025Steepest Descent Density Control for Compact 3D Gaussian Splatting
- CVPR 2025SVG-IR: Spatially-Varying Gaussian Splatting for Inverse Rendering
- CVPR 2025TAGA: Self-supervised Learning for Template-free Animatable Gaussian Articulated Model
- CVPR 2025TexGaussian: Generating High-quality PBR Material via Octree-based 3D Gaussian Splatting
- CVPR 2025Toward Real-world BEV Perception: Depth Uncertainty Estimation via Gaussian Splatting
- CVPR 2025Towards Realistic Example-based Modeling via 3D Gaussian Stitching
- CVPR 2025UniPre3D: Unified Pre-training of 3D Point Cloud Models with Cross-Modal Gaussian Splatting
- CVPR 2025USP-Gaussian: Unifying Spike-based Image Reconstruction, Pose Correction and Gaussian Splatting
- CVPR 2025UVGS: Reimagining Unstructured 3D Gaussian Splatting using UV Mapping
- CVPR 2025Volumetrically Consistent 3D Gaussian Rasterization
- CVPR 2025VoxelSplat: Dynamic Gaussian Splatting as an Effective Loss for Occupancy and Flow Prediction
- CVPR 2025WildGS-SLAM: Monocular Gaussian Splatting SLAM in Dynamic Environments
- CVPR 20243D Geometry-Aware Deformable Gaussian Splatting for Dynamic View Synthesis
- CVPR 20243DGS-Avatar: Animatable Avatars via Deformable 3D Gaussian Splatting
- CVPR 2024Animatable Gaussians: Learning Pose-dependent Gaussian Maps for High-fidelity Human Avatar Modeling
- CVPR 2024ASH: Animatable Gaussian Splats for Efficient and Photoreal Human Rendering
- CVPR 2024CoGS: Controllable Gaussian Splatting
- CVPR 2024COLMAP-Free 3D Gaussian Splatting
- CVPR 2024Compact 3D Gaussian Representation for Radiance Field
- CVPR 2024Compressed 3D Gaussian Splatting for Accelerated Novel View Synthesis
- CVPR 2024Deep Imbalanced Regression via Hierarchical Classification Adjustment
- CVPR 2024DNGaussian: Optimizing Sparse-View 3D Gaussian Radiance Fields with Global-Local Depth Normalization
- CVPR 2024DrivingGaussian: Composite Gaussian Splatting for Surrounding Dynamic Autonomous Driving Scenes
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查高斯过程在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "gaussian-processes"}
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。