硬件协同论文趋势 2023–2026
加速器与编译
统计范围:NeurIPS、ICLR、ICML、CVPR 四个会议,2023–2026 年,共 1,524 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 21 | 23 | 27 | 102 | 173 |
| 2024 | 69 | 45 | 55 | 94 | 263 |
| 2025 | 120 | 44 | 72 | 87 | 323 |
| 2026 | 263 | 120 | 186 | 196 | 765 |
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 765 篇,第 1 / 16 页
- CVPR 2026ActAvatar Temporally-Aware Precise Action Control for Talking Avatars
- CVPR 2026AeroGS Scale-Aware Gaussian Splatting for Pose-Free Dynamic UAV Scene Reconstruction
- CVPR 2026AffordGrasp Cross-Modal Diffusion for Affordance-Aware Grasp Synthesis
- CVPR 2026AMap Distilling Future Priors for Ahead-Aware Online HD Map Construction
- CVPR 2026AssemblyBench Physics-Aware Assembly of Complex Industrial Objects
- CVPR 2026Attention-aware Inference Optimizations for Large Vision-Language Models with Memory-efficient Decoding
- CVPR 2026Authorize-on-Demand Dynamic Authorization with Legality-Aware Intellectual Property Protection for VLMs
- CVPR 2026BD-Merging Bias-Aware Dynamic Model Merging with Evidence-Guided Contrastive Learning
- CVPR 2026Better than Average Spatially-Aware Aggregation of Segmentation Uncertainty Improves Downstream
- CVPR 2026BEV-CAR Enhancing Monocular Birds Eye View Segmentation with Context-Aware Rasterization
- CVPR 2026Beyond Missing Modalities Hypergraph Conditioned Diffusion for Uncertainty-Aware Multimodal Emotion
- CVPR 2026BiEvLight Bi-level Learning of Task-Aware Event Refinement for Low-Light Image
- CVPR 2026BiOTPrompt Bidirectional Optimal Transport Guided Prompting for Disease Evolution-aware Radiology
- CVPR 2026Bootstrap Dynamic-Aware 3D Visual Representation for Scalable Robot Learning
- CVPR 2026Bridging Domains through Subspace-Aware Model Merging
- CVPR 2026Bridging Pixels and Words Mask-Aware Local Semantic Fusion for Multimodal
- CVPR 2026CAPT Confusion-Aware Prompt Tuning for Reducing Vision-Language Misalignment
- CVPR 2026CARD Correlation Aware Restoration with Diffusion
- CVPR 2026CC-VQA Conflict- and Correlation-Aware Method for Mitigating Knowledge Conflict in
- CVPR 2026CHAL Causal-guided Hierarchical Anomaly-aware Learning for Moving Infrared Small Target
- CVPR 2026CICA Coupling Confidence-Aware Pretraining with Confidence-Informed Attention for Robust Multimodal
- CVPR 2026Cluster-aware Anchor Learning for Multi-View Clustering
- CVPR 2026Cluster-Aware Neural Collapse Prompt Tuning for Long-Tailed Generalization of Vision-Language
- CVPR 2026COG Confidence-aware Optimal Geometric Correspondence for Unsupervised Single-reference Novel Object
- CVPR 2026Compressed-Domain-Aware Online Video Super-Resolution
- CVPR 2026Conflict-Aware Adaptive Cross-Reconstruction for Multimodal Sentiment Analysis
- CVPR 2026Confusion-Aware Spectral Regularizer for Long-Tailed Recognition
- CVPR 2026Contact-Aware Neural Dynamics
- CVPR 2026Content-Aware Dynamic Patchification for Efficient Video Diffusion
- CVPR 2026Content-Aware Frequency Encoding for Implicit Neural Representations with Fourier-Chebyshev Features
- CVPR 2026Context-Nav Context-Driven Exploration and Viewpoint-Aware 3D Spatial Reasoning for Instance
- CVPR 2026COPYLENS Towards Copyrighted Characters Infringement Detection via Copyright-Aware Prompt Learning
- CVPR 2026Cov2Pose Leveraging Spatial Covariance for Direct Manifold-aware 6-DoF Object Pose
- CVPR 2026CoVFT Context-aware Visual Fine-tuning for Multimodal Large Language Models
- CVPR 2026Critical Patch-Aware Sparse Prompting with Decoupled Training for Continual Learning
- CVPR 2026Cross-Instance Gaussian Splatting Registration via Geometry-Aware Feature-Guided Alignment
- CVPR 2026CrossVL Complexity-Aware Feature Routing and Paired Curriculum for Cross-View Vision-Language
- CVPR 2026CUE Concept-Aware Multi-Label Expansion to Mitigate Concept Confusion in Long-Tailed
- CVPR 2026Curvature-Aware Captioning Leveraging Geodesic Attention for 3D Scene Understanding
- CVPR 2026DA-Mamba Learning Domain-Aware State Space Model for Global-Local Alignment in
- CVPR 2026Degradation-Robust Fusion An Efficient Degradation-Aware Diffusion Framework for Multimodal Image
- CVPR 2026Diffusion-Based Makeup Transfer with Facial Region-Aware Makeup Features
- CVPR 2026DiffuView Multi-View Diffusion Pretraining for 3D Aware Robotic Manipulation
- CVPR 2026Direction-aware 3D Large Multimodal Models
- CVPR 2026DocPrune Efficient Document Question Answering via Background Question and Comprehension-aware
- CVPR 2026Dual-Agent Reinforcement Learning for Adaptive and Cost-Aware Visual-Inertial Odometry
- CVPR 2026Edit-aware RAW reconstruction
- CVPR 2026EfficientVPR Toward Efficient Visual Place Recognition via Scene-Aware Prompt Tuning
- CVPR 2026EG-3DVG Expression and Geometry Aware Grounding Decoder for 3D Visual
- CVPR 2026Egocentric Visibility-Aware Human Pose Estimation
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后,写综述、挑方向或准备投稿时,不用离开对话框就能拿到这页的数字:每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文,AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查硬件协同在 CVPR 2023–2026 的论文趋势,哪一年涨得最快?
AI 会调用的工具:get_topic_stats {"topic": "hardware-aware-ml"}
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。