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
289 papers, page 5 of 6
- 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
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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.