算子融合论文趋势 2023–2026

主要结论

• 算子融合论文从 2023 年的 51 篇降到 2026 年的 48 篇，热度在回落。
• NeurIPS 是发算子融合论文最多的会议，2023–2026 年共 73 篇，占四个会议总量的 33%。
• 交叉方向里涨得最快的是传感融合：同时属于两个主题的论文从 2023 年的 2 篇增至 2026 年的 12 篇。
• 在「硬件与编译」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的端侧推理是 4.0 倍，算子融合是 0.9 倍。

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 2026Beyond Adjacent Layers: Graph-Guided Layer Fusion for Compressing Large Language Models
• ICML 2026Asymmetric conformal prediction with penalized kernel sum-of-squares
• ICLR 2026Probabilistic Kernel Function for Fast Angle Testing
• CVPR 2026Bridging RGB and Hematoxylin Components An Interleaved Guidance and Fusion
• NeurIPS 2025Beyond Benign Overfitting in Nadaraya-Watson Interpolators
• ICML 2025Equivariant Neural Tangent Kernels
• ICLR 2025DLEFT-MKC: Dynamic Late Fusion Multiple Kernel Clustering with Robust Tensor Learning via Min-Max Optimization
• CVPR 2025Parameterized Blur Kernel Prior Learning for Local Motion Deblurring
• NeurIPS 2024Efficient Convex Algorithms for Universal Kernel Learning
• ICML 2024Characterizing Overfitting in Kernel Ridgeless Regression Through the Eigenspectrum
• ICLR 2024Convolutional Deep Kernel Machines
• CVPR 2024Bi-SSC: Geometric-Semantic Bidirectional Fusion for Camera-based 3D Semantic Scene Completion
• NeurIPS 2023CosNet: A Generalized Spectral Kernel Network
• ICML 2023A Kernel Stein Test of Goodness of Fit for Sequential Models
• ICLR 2023A Kernel Perspective of Skip Connections in Convolutional Networks
• CVPR 2023Compacting Binary Neural Networks by Sparse Kernel Selection
• NeurIPS 2026Dynamical Adapter Fusion: Constructing A Global Adapter for Pre-Trained Model-based Class-Incremental Learning
• ICML 2026Even Faster Kernel Matrix Linear Algebra via Density Estimation
• ICLR 2026LaplacianFormer:Rethinking Linear Attention with Laplacian Kernel
• CVPR 2026CryoKRAQEN Kernel-Regularized Annealing for Quantized Embedding Networks in Cryo-EM Heterogeneous

全部算子融合论文

共 73 篇，第 2 / 2 页

51. NeurIPS 2024Nonstationary Sparse Spectral Permanental Process
52. NeurIPS 2024On the Saturation Effects of Spectral Algorithms in Large Dimensions
53. NeurIPS 2024On the Target-kernel Alignment: a Unified Analysis with Kernel Complexity
54. NeurIPS 2024Reverse Transition Kernel: A Flexible Framework to Accelerate Diffusion Inference
55. NeurIPS 2024Self-Distilled Depth Refinement with Noisy Poisson Fusion
56. NeurIPS 2024Stochastic Kernel Regularisation Improves Generalisation in Deep Kernel Machines
57. NeurIPS 2024Temporal Graph Neural Tangent Kernel with Graphon-Guaranteed
58. NeurIPS 2024Twin-Merging: Dynamic Integration of Modular Expertise in Model Merging
59. NeurIPS 2024Unveiling the Hidden Structure of Self-Attention via Kernel Principal Component Analysis
60. NeurIPS 2023Calibration by Distribution Matching: Trainable Kernel Calibration Metrics
61. NeurIPS 2023ContinuAR: Continuous Autoregression For Infinite-Fidelity Fusion
62. NeurIPS 2023CosNet: A Generalized Spectral Kernel Network
63. NeurIPS 2023Designing Robust Transformers using Robust Kernel Density Estimation
64. NeurIPS 2023Gradient-Free Kernel Stein Discrepancy
65. NeurIPS 2023Kernel Quadrature with Randomly Pivoted Cholesky
66. NeurIPS 2023Kernel-Based Tests for Likelihood-Free Hypothesis Testing
67. NeurIPS 2023Kernelized Cumulants: Beyond Kernel Mean Embeddings
68. NeurIPS 2023RH-BrainFS: Regional Heterogeneous Multimodal Brain Networks Fusion Strategy
69. NeurIPS 2023Statistical Insights into HSIC in High Dimensions
70. NeurIPS 2023Stein $\Pi$-Importance Sampling
71. NeurIPS 2023The Exact Sample Complexity Gain from Invariances for Kernel Regression
72. NeurIPS 2023Towards a Unified Analysis of Kernel-based Methods Under Covariate Shift
73. NeurIPS 2023Variational Weighting for Kernel Density Ratios

常见问题

2023–2026 年四大会议一共有多少篇算子融合论文？

共 221 篇，按年份分别是 2023 年 51 篇、2024 年 66 篇、2025 年 56 篇、2026 年 48 篇。

NeurIPS 2026 有多少篇算子融合论文？

NeurIPS 2026 有 14 篇算子融合论文，上一届是 25 篇。

ICLR 2026 有多少篇算子融合论文？

ICLR 2026 有 9 篇算子融合论文，上一届是 8 篇。

ICML 2026 有多少篇算子融合论文？

ICML 2026 有 13 篇算子融合论文，上一届是 14 篇。

CVPR 2026 有多少篇算子融合论文？

CVPR 2026 有 12 篇算子融合论文，上一届是 9 篇。

哪个会议的算子融合论文最多？

NeurIPS，2023–2026 年共 73 篇。