硬件协同论文趋势 2023–2026

主要结论

• 硬件协同论文从 2023 年的 173 篇增长到 2026 年的 765 篇，三年间扩大到约 4.4 倍。
• CVPR 是发硬件协同论文最多的会议，2023–2026 年共 479 篇，占四个会议总量的 31%。
• 交叉方向里涨得最快的是扩散模型：同时属于两个主题的论文从 2023 年的 4 篇增至 2026 年的 58 篇。
• 在「效率与系统」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的数据集与基准是 2.1 倍，硬件协同是 4.4 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 2026AcceleGrad#: Adaptive Geometry-Aware Acceleration
• ICML 2026A Geometry-Aware Efficient Algorithm for Compositional Entropic Risk Minimization
• ICLR 2026Confident Block Diagonal Structure-Aware Invariable Graph Completion for Incomplete Multi-view Clustering
• CVPR 2026ActAvatar Temporally-Aware Precise Action Control for Talking Avatars
• NeurIPS 2025AcuRank: Uncertainty-Aware Adaptive Computation for Listwise Reranking
• ICML 2025CABS: Conflict-Aware and Balanced Sparsification for Enhancing Model Merging
• ICLR 2025FlashRNN: I/O-Aware Optimization of Traditional RNNs on modern hardware
• CVPR 2025A Distractor-Aware Memory for Visual Object Tracking with SAM2
• NeurIPS 2024HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models
• ICML 2024A Universal Class of Sharpness-Aware Minimization Algorithms
• ICLR 2024Domain-Inspired Sharpness-Aware Minimization Under Domain Shifts
• CVPR 2024Distribution-aware Knowledge Prototyping for Non-exemplar Lifelong Person Re-identification
• NeurIPS 2023Affinity-Aware Graph Networks
• ICML 2023A Three-regime Model of Network Pruning
• ICLR 2023$\rm A^2Q$: Aggregation-Aware Quantization for Graph Neural Networks
• CVPR 20233D-Aware Face Swapping
• NeurIPS 2026Accelerating Rectified Flow Models via Trajectory-Aware Caching
• ICML 2026Attention Sink Forges Native MoE in Attention Layers: Sink-Aware Training to Address Head Collapse
• ICLR 2026Distribution-Aware Multi-Granularity Phase Coding: Towards Lower Conversion Error for Spike-Driven Large Language Models
• CVPR 2026BD-Merging Bias-Aware Dynamic Model Merging with Evidence-Guided Contrastive Learning

全部硬件协同论文

共 102 篇，第 2 / 3 页

51. CVPR 2023Learning From Unique Perspectives: User-Aware Saliency Modeling
52. CVPR 2023Learning Geometric-Aware Properties in 2D Representation Using Lightweight CAD Models, or Zero Real 3D Pairs
53. CVPR 2023Learning Geometry-Aware Representations by Sketching
54. CVPR 2023Learning Procedure-Aware Video Representation From Instructional Videos and Their Narrations
55. CVPR 2023Learning Semantic-Aware Disentangled Representation for Flexible 3D Human Body Editing
56. CVPR 2023Learning With Fantasy: Semantic-Aware Virtual Contrastive Constraint for Few-Shot Class-Incremental Learning
57. CVPR 2023MAP: Multimodal Uncertainty-Aware Vision-Language Pre-Training Model
58. CVPR 2023MarS3D: A Plug-and-Play Motion-Aware Model for Semantic Segmentation on Multi-Scan 3D Point Clouds
59. CVPR 2023MethaneMapper: Spectral Absorption Aware Hyperspectral Transformer for Methane Detection
60. CVPR 2023MixPHM: Redundancy-Aware Parameter-Efficient Tuning for Low-Resource Visual Question Answering
61. CVPR 2023MMANet: Margin-Aware Distillation and Modality-Aware Regularization for Incomplete Multimodal Learning
62. CVPR 2023Multi-View Stereo Representation Revist: Region-Aware MVSNet
63. CVPR 2023Nerflets: Local Radiance Fields for Efficient Structure-Aware 3D Scene Representation From 2D Supervision
64. CVPR 2023Next3D: Generative Neural Texture Rasterization for 3D-Aware Head Avatars
65. CVPR 2023Normalizing Flow Based Feature Synthesis for Outlier-Aware Object Detection
66. CVPR 2023Object-Aware Distillation Pyramid for Open-Vocabulary Object Detection
67. CVPR 2023OCTET: Object-Aware Counterfactual Explanations
68. CVPR 2023One-Stage 3D Whole-Body Mesh Recovery With Component Aware Transformer
69. CVPR 2023OSRT: Omnidirectional Image Super-Resolution With Distortion-Aware Transformer
70. CVPR 2023PaletteNeRF: Palette-Based Appearance Editing of Neural Radiance Fields
71. CVPR 2023PanoHead: Geometry-Aware 3D Full-Head Synthesis in 360deg
72. CVPR 2023Perception and Semantic Aware Regularization for Sequential Confidence Calibration
73. CVPR 2023Polarimetric iToF: Measuring High-Fidelity Depth Through Scattering Media
74. CVPR 2023PosterLayout: A New Benchmark and Approach for Content-Aware Visual-Textual Presentation Layout
75. CVPR 2023Putting People in Their Place: Affordance-Aware Human Insertion Into Scenes
76. CVPR 2023Quality-Aware Pre-Trained Models for Blind Image Quality Assessment
77. CVPR 2023Quantitative Manipulation of Custom Attributes on 3D-Aware Image Synthesis
78. CVPR 2023Rigidity-Aware Detection for 6D Object Pose Estimation
79. CVPR 2023SCADE: NeRFs from Space Carving With Ambiguity-Aware Depth Estimates
80. CVPR 2023ScaleKD: Distilling Scale-Aware Knowledge in Small Object Detector
81. CVPR 2023Scene-Aware Egocentric 3D Human Pose Estimation
82. CVPR 2023SE-ORNet: Self-Ensembling Orientation-Aware Network for Unsupervised Point Cloud Shape Correspondence
83. CVPR 2023Self-Supervised Geometry-Aware Encoder for Style-Based 3D GAN Inversion
84. CVPR 2023Sharpness-Aware Gradient Matching for Domain Generalization
85. CVPR 2023Slimmable Dataset Condensation
86. CVPR 2023SLOPER4D: A Scene-Aware Dataset for Global 4D Human Pose Estimation in Urban Environments
87. CVPR 2023SMAE: Few-Shot Learning for HDR Deghosting With Saturation-Aware Masked Autoencoders
88. CVPR 2023sRGB Real Noise Synthesizing With Neighboring Correlation-Aware Noise Model
89. CVPR 2023System-Status-Aware Adaptive Network for Online Streaming Video Understanding
90. CVPR 2023Task Difficulty Aware Parameter Allocation & Regularization for Lifelong Learning
91. CVPR 2023Text2Scene: Text-Driven Indoor Scene Stylization With Part-Aware Details
92. CVPR 2023The Treasure Beneath Multiple Annotations: An Uncertainty-Aware Edge Detector
93. CVPR 2023Towards Building Self-Aware Object Detectors via Reliable Uncertainty Quantification and Calibration
94. CVPR 2023Trajectory-Aware Body Interaction Transformer for Multi-Person Pose Forecasting
95. CVPR 2023Two-Stream Networks for Weakly-Supervised Temporal Action Localization With Semantic-Aware Mechanisms
96. CVPR 2023UMat: Uncertainty-Aware Single Image High Resolution Material Capture
97. CVPR 2023Uncertainty-Aware Optimal Transport for Semantically Coherent Out-of-Distribution Detection
98. CVPR 2023Uncertainty-Aware Unsupervised Image Deblurring With Deep Residual Prior
99. CVPR 2023UTM: A Unified Multiple Object Tracking Model With Identity-Aware Feature Enhancement
100. CVPR 2023VisFusion: Visibility-Aware Online 3D Scene Reconstruction From Videos

常见问题

2023–2026 年四大会议一共有多少篇硬件协同论文？

共 1,524 篇，按年份分别是 2023 年 173 篇、2024 年 263 篇、2025 年 323 篇、2026 年 765 篇。

NeurIPS 2026 有多少篇硬件协同论文？

NeurIPS 2026 有 263 篇硬件协同论文，上一届是 120 篇。

ICLR 2026 有多少篇硬件协同论文？

ICLR 2026 有 120 篇硬件协同论文，上一届是 44 篇。

ICML 2026 有多少篇硬件协同论文？

ICML 2026 有 186 篇硬件协同论文，上一届是 72 篇。

CVPR 2026 有多少篇硬件协同论文？

CVPR 2026 有 196 篇硬件协同论文，上一届是 87 篇。

哪个会议的硬件协同论文最多？

CVPR，2023–2026 年共 479 篇。