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 196 篇,第 4 / 4 页
- CVPR 2026SceMoS Scene-Aware 3D Human Motion Synthesis by Planning with Geometry-Grounded
- CVPR 2026SeaCache Spectral-Evolution-Aware Cache for Accelerating Diffusion Models
- CVPR 2026SegMo Co-Designing Content-Aware Sparsity and Locally-Cohesive Segment Parallelism for Efficient
- CVPR 2026SegQuant A Semantics-Aware and Generalizable Quantization Framework for Diffusion Models
- CVPR 2026SemLayer Semantic-aware Generative Segmentation and Layer Construction for Abstract Icons
- CVPR 2026SenCache Accelerating Diffusion Model Inference via Sensitivity-Aware Caching
- CVPR 2026Shoe Style-Invariant and Ground-Aware Learning for Dense Foot Contact Estimation
- CVPR 2026SIMSPINE A Biomechanics-Aware Simulation Framework for 3D Spine Motion Annotation
- CVPR 2026Smart Replay Adaptive Scheduling of Memory Rehearsal for Computational Resource-Aware
- CVPR 2026SocialNav Training Human-Inspired Foundation Model for Socially-Aware Embodied Navigation
- CVPR 2026Space-Time Forecasting of Dynamic Scenes with Motion-aware Gaussian Grouping
- CVPR 2026Sparsity-Aware Voxel Attention and Foreground Modulation for 3D Semantic Scene
- CVPR 2026SpatialDiff 3D-Aware Object Movement via Implicit Spatial Modeling
- CVPR 2026Specificity-aware reinforcement learning for fine-grained open-world classification
- CVPR 2026SPREAD Spatial-Physical REasoning via geometry Aware Diffusion
- CVPR 2026SSM-Aware Token-Efficient VMamba via Adaptive Patch Pruning and Merging for
- CVPR 2026STAC Plug-and-Play Spatio-Temporal Aware Cache Compression for Streaming 3D Reconstruction
- CVPR 2026Structure-Aware Representation Distillation for Tiny-Dense Object Segmentation
- CVPR 2026StyleGallery Training-free and Semantic-aware Personalized Style Transfer from Arbitrary Image
- CVPR 2026SunFaded Illumination-Aware Gaussian Splatting for Dark Scenes with Camera-Mounted Active
- CVPR 2026TACO Task-Aware Contrastive Learning for Joint LiDAR Localization and 3D
- CVPR 2026TAG-MoE Task-Aware Gating for Unified Generative Mixture-of-Experts
- CVPR 2026TagSplat Topology-Aware Gaussian Splatting for Dynamic Mesh Modeling and Tracking
- CVPR 2026TAR Token-Aware Refinement for Fine-grained Generalized Category Discovery
- CVPR 2026Target-Aware Invertible Encoder with Reconstruction Guidance for Infrared Small Target
- CVPR 2026Tavatar Topology-Aware Gaussian Attribute Derivation for Animatable Human Avatars
- CVPR 2026Taxonomy-Aware Representation Alignment for Hierarchical Visual Recognition with Large Multimodal
- CVPR 2026TDATR Improving End-to-End Table Recognition via Table Detail-Aware Learning and
- CVPR 2026Teaching DINOv3 About Partial 3D Geometry A Self-Supervised Geometry-Aware Approach
- CVPR 2026The Devil Is in Gradient Entanglement Energy-Aware Gradient Coordinator for
- CVPR 2026Thinking in Uncertainty Mitigating Hallucinations in MLRMs with Latent Entropy-Aware
- CVPR 2026Topology-aware Feature Propagation for Unsupervised Non-rigid Point Cloud Correspondence
- CVPR 2026Towards Intrinsic-Aware Monocular 3D Object Detection
- CVPR 2026Towards Real-World Document Parsing via Realistic Scene Synthesis and Document-Aware
- CVPR 2026U2Flow Uncertainty-Aware Unsupervised Optical Flow Estimation
- CVPR 2026UCMNet Uncertainty-Aware Context Memory Network for Under-Display Camera Image Restoration
- CVPR 2026Uncertainty-Aware Exploratory Direct Preference Optimization for Multimodal Large Language Models
- CVPR 2026Uncertainty-Aware Knowledge Distillation for Multimodal Large Language Models
- CVPR 2026Uncertainty-Aware Modality Fusion for Unaligned RGB-T Salient Object Detection
- CVPR 2026UST-Hand An Uncertainty-aware Spatiotemporal Point Cloud Interaction Network for 3D
- CVPR 2026VAD-GS Visibility-Aware Densification for 3D Gaussian Splatting in Dynamic Urban
- CVPR 2026Variation-aware Vision Token Dropping for Faster Large Vision-Language Models
- CVPR 2026VarSplat Uncertainty-aware 3D Gaussian Splatting for Robust RGB-D SLAM
- CVPR 2026View-Aware Semantic Alignment for Aerial-Ground Person Re-Identification
- CVPR 2026Visual-Aware CoT Achieving High-Fidelity Visual Consistency in Unified Models
- CVPR 2026WaDi Weight Direction-aware Distillation for One-step Image Synthesis
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。