Gaussian Processes papers, 2023–2026
GP regression and classification
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 1,049 papers are tagged with this topic.
Key findings
- Gaussian Processes went from 154 papers in 2023 to 341 in 2026, roughly 2.2x in three years.
- NeurIPS publishes the most Gaussian Processes work: 372 papers from 2023 to 2026, 35% of the four-venue total.
- The fastest-growing overlap is with 3D Vision: papers tagged with both rose from 0 in 2023 to 158 in 2026.
- Among the 5 topics under Probabilistic and Bayesian, it ranks #1 by 2026 paper count; the fastest grower in the group, Generative Flows, is up 1.9x versus 2.2x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 69 | 27 | 48 | 10 | 154 |
| 2024 | 91 | 36 | 64 | 40 | 231 |
| 2025 | 106 | 41 | 53 | 123 | 323 |
| 2026 | 106 | 40 | 79 | 116 | 341 |
Representative papers
Spread across years and venues so every edition shows up
- 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
All Gaussian Processes papers
123 papers, page 1 of 3
- CVPR 20253D Gaussian Head Avatars with Expressive Dynamic Appearances by Compact Tensorial Representations
- CVPR 20253D Gaussian Inpainting with Depth-Guided Cross-View Consistency
- CVPR 20253D-GSW: 3D Gaussian Splatting for Robust Watermarking
- CVPR 20253D-HGS: 3D Half-Gaussian Splatting
- CVPR 20253DGUT: Enabling Distorted Cameras and Secondary Rays in Gaussian Splatting
- CVPR 20254D LangSplat: 4D Language Gaussian Splatting via Multimodal Large Language Models
- CVPR 2025ActiveGAMER: Active GAussian Mapping through Efficient Rendering
- CVPR 2025AniGS: Animatable Gaussian Avatar from a Single Image with Inconsistent Gaussian Reconstruction
- CVPR 2025BARD-GS: Blur-Aware Reconstruction of Dynamic Scenes via Gaussian Splatting
- CVPR 2025BG-Triangle: Bezier Gaussian Triangle for 3D Vectorization and Rendering
- CVPR 2025Bridging the Gap between Gaussian Diffusion Models and Universal Quantization for Image Compression
- CVPR 2025CoCoGaussian: Leveraging Circle of Confusion for Gaussian Splatting from Defocused Images
- CVPR 2025CoMapGS: Covisibility Map-based Gaussian Splatting for Sparse Novel View Synthesis
- CVPR 2025Creating Your Editable 3D Photorealistic Avatar with Tetrahedron-constrained Gaussian Splatting
- CVPR 2025DashGaussian: Optimizing 3D Gaussian Splatting in 200 Seconds
- CVPR 2025DepthSplat: Connecting Gaussian Splatting and Depth
- CVPR 2025DeSplat: Decomposed Gaussian Splatting for Distractor-Free Rendering
- CVPR 2025DiET-GS: Diffusion Prior and Event Stream-Assisted Motion Deblurring 3D Gaussian Splatting
- CVPR 2025DoF-Gaussian: Controllable Depth-of-Field for 3D Gaussian Splatting
- CVPR 2025DOF-GS: Adjustable Depth-of-Field 3D Gaussian Splatting for Post-Capture Refocusing, Defocus Rendering and Blur Removal
- CVPR 2025Dr. Splat: Directly Referring 3D Gaussian Splatting via Direct Language Embedding Registration
- CVPR 2025DroneSplat: 3D Gaussian Splatting for Robust 3D Reconstruction from In-the-Wild Drone Imagery
- CVPR 2025DropGaussian: Structural Regularization for Sparse-view Gaussian Splatting
- CVPR 2025EAP-GS: Efficient Augmentation of Pointcloud for 3D Gaussian Splatting in Few-shot Scene Reconstruction
- CVPR 2025Efficient Decoupled Feature 3D Gaussian Splatting via Hierarchical Compression
- CVPR 2025Efficient Dynamic Scene Editing via 4D Gaussian-based Static-Dynamic Separation
- CVPR 2025EigenGS Representation: From Eigenspace to Gaussian Image Space
- CVPR 2025EnvGS: Modeling View-Dependent Appearance with Environment Gaussian
- CVPR 2025EVolSplat: Efficient Volume-based Gaussian Splatting for Urban View Synthesis
- CVPR 2025FATE: Full-head Gaussian Avatar with Textural Editing from Monocular Video
- CVPR 2025Feat2GS: Probing Visual Foundation Models with Gaussian Splatting
- CVPR 2025Feature Information Driven Position Gaussian Distribution Estimation for Tiny Object Detection
- CVPR 2025FlashGS: Efficient 3D Gaussian Splatting for Large-scale and High-resolution Rendering
- CVPR 2025FlexDrive: Toward Trajectory Flexibility in Driving Scene Gaussian Splatting Reconstruction and Rendering
- 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
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FAQ
- How many Gaussian Processes papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 1,049 in total: 154 in 2023, 231 in 2024, 323 in 2025, 341 in 2026.
- How many Gaussian Processes papers are at NeurIPS 2026?
- NeurIPS 2026 has 106 Gaussian Processes papers, versus 106 the year before.
- How many Gaussian Processes papers are at ICLR 2026?
- ICLR 2026 has 40 Gaussian Processes papers, versus 41 the year before.
- How many Gaussian Processes papers are at ICML 2026?
- ICML 2026 has 79 Gaussian Processes papers, versus 53 the year before.
- How many Gaussian Processes papers are at CVPR 2026?
- CVPR 2026 has 116 Gaussian Processes papers, versus 123 the year before.
- Which conference publishes the most Gaussian Processes papers?
- NeurIPS, with 372 papers from 2023 to 2026.