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
323 papers, page 2 of 7
- 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
- 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
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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.