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 4 / 6 页
- CVPR 2025FlexGS: Train Once, Deploy Everywhere with Many-in-One Flexible 3D Gaussian Splatting
- CVPR 2025Free360: Layered Gaussian Splatting for Unbounded 360-Degree View Synthesis from Extremely Sparse and Unposed Views
- CVPR 2025FreeGave: 3D Physics Learning from Dynamic Videos by Gaussian Velocity
- CVPR 2025FreeTimeGS: Free Gaussian Primitives at Anytime Anywhere for Dynamic Scene Reconstruction
- CVPR 2025From Sparse to Dense: Camera Relocalization with Scene-Specific Detector from Feature Gaussian Splatting
- CVPR 2025GAF: Gaussian Avatar Reconstruction from Monocular Videos via Multi-view Diffusion
- CVPR 2025GASP: Gaussian Avatars with Synthetic Priors
- CVPR 2025GauCho: Gaussian Distributions with Cholesky Decomposition for Oriented Object Detection
- CVPR 2025GaussHDR: High Dynamic Range Gaussian Splatting via Learning Unified 3D and 2D Local Tone Mapping
- CVPR 2025Gaussian Eigen Models for Human Heads
- CVPR 2025Gaussian Splashing: Unified Particles for Versatile Motion Synthesis and Rendering
- CVPR 2025Gaussian Splatting Feature Fields for (Privacy-Preserving) Visual Localization
- CVPR 2025Gaussian Splatting for Efficient Satellite Image Photogrammetry
- CVPR 2025GaussianSpa: An "Optimizing-Sparsifying" Simplification Framework for Compact and High-Quality 3D Gaussian Splatting
- CVPR 2025GaussianUDF: Inferring Unsigned Distance Functions through 3D Gaussian Splatting
- CVPR 2025GauSTAR: Gaussian Surface Tracking and Reconstruction
- CVPR 2025GBC-Splat: Generalizable Gaussian-Based Clothed Human Digitalization under Sparse RGB Cameras
- CVPR 2025Generalized Gaussian Entropy Model for Point Cloud Attribute Compression with Dynamic Likelihood Intervals
- CVPR 2025Generalized Recorrupted-to-Recorrupted: Self-Supervised Learning Beyond Gaussian Noise
- CVPR 2025Geometry Field Splatting with Gaussian Surfels
- CVPR 2025GIFStream: 4D Gaussian-based Immersive Video with Feature Stream
- CVPR 2025GPAvatar: High-fidelity Head Avatars by Learning Efficient Gaussian Projections
- CVPR 2025GuardSplat: Efficient and Robust Watermarking for 3D Gaussian Splatting
- CVPR 2025Hardware-Rasterized Ray-Based Gaussian Splatting
- CVPR 2025HiMoR: Monocular Deformable Gaussian Reconstruction with Hierarchical Motion Representation
- CVPR 2025HoGS: Unified Near and Far Object Reconstruction via Homogeneous Gaussian Splatting
- CVPR 2025Horizon-GS: Unified 3D Gaussian Splatting for Large-Scale Aerial-to-Ground Scenes
- CVPR 2025HRAvatar: High-Quality and Relightable Gaussian Head Avatar
- CVPR 2025HybridGS: Decoupling Transients and Statics with 2D and 3D Gaussian Splatting
- CVPR 2025HyperGS: Hyperspectral 3D Gaussian Splatting
- CVPR 2025iG-6DoF: Model-free 6DoF Pose Estimation for Unseen Object via Iterative 3D Gaussian Splatting
- CVPR 2025Improving Gaussian Splatting with Localized Points Management
- CVPR 2025IncEventGS: Pose-Free Gaussian Splatting from a Single Event Camera
- CVPR 2025IndoorGS: Geometric Cues Guided Gaussian Splatting for Indoor Scene Reconstruction
- CVPR 2025Instant Gaussian Stream: Fast and Generalizable Streaming of Dynamic Scene Reconstruction via Gaussian Splatting
- CVPR 2025IRGS: Inter-Reflective Gaussian Splatting with 2D Gaussian Ray Tracing
- CVPR 2025Learnable Infinite Taylor Gaussian for Dynamic View Rendering
- CVPR 2025LiDAR-RT: Gaussian-based Ray Tracing for Dynamic LiDAR Re-simulation
- CVPR 2025LITA-GS: Illumination-Agnostic Novel View Synthesis via Reference-Free 3D Gaussian Splatting and Physical Priors
- CVPR 2025LOD-GS: Achieving Levels of Detail using Scalable Gaussian Soup
- CVPR 2025Luminance-GS: Adapting 3D Gaussian Splatting to Challenging Lighting Conditions with View-Adaptive Curve Adjustment
- CVPR 2025Mani-GS: Gaussian Splatting Manipulation with Triangular Mesh
- CVPR 2025MaskGaussian: Adaptive 3D Gaussian Representation from Probabilistic Masks
- CVPR 2025MeGA: Hybrid Mesh-Gaussian Head Avatar for High-Fidelity Rendering and Head Editing
- CVPR 2025Mitigating Ambiguities in 3D Classification with Gaussian Splatting
- CVPR 2025MoDec-GS: Global-to-Local Motion Decomposition and Temporal Interval Adjustment for Compact Dynamic 3D Gaussian Splatting
- CVPR 2025Monocular and Generalizable Gaussian Talking Head Animation
- CVPR 2025MonoSplat: Generalizable 3D Gaussian Splatting from Monocular Depth Foundation Models
- CVPR 2025MoSca: Dynamic Gaussian Fusion from Casual Videos via 4D Motion Scaffolds
- CVPR 2025NexusGS: Sparse View Synthesis with Epipolar Depth Priors in 3D Gaussian Splatting
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。