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 3 / 16 页
- CVPR 2026Learning Forgery-Aware Lip Representations Without Forgery Priors
- CVPR 2026Learning to Adapt Self-Improving Web Agent via Cognitive-Aware Exploration
- CVPR 2026Learning to Refuse Refusal-Aware Reinforcement Fine-Tuning for Hard-Irrelevant Queries in
- CVPR 2026Learning to See and Act Task-Aware Virtual View Exploration for
- CVPR 2026LESA Learnable Stage-Aware Predictors for Diffusion Model Acceleration
- CVPR 2026LiteVGGT Boosting Vanilla VGGT via Geometry-aware Cached Token Merging
- CVPR 2026ManifoldNeuS Manifold-aware View Optimizability for Pose-Free Neural Surface Reconstruction
- CVPR 2026MAPo Motion-Aware Partitioning of Deformable 3D Gaussian Splatting for High-Fidelity
- CVPR 2026MASQuant Modality-Aware Smoothing Quantization for Multimodal Large Language Models
- CVPR 2026Material Magic Wand Material-Aware Grouping of 3D Parts in Untextured
- CVPR 2026MedLoc-R1 Performance-Aware Curriculum Reward Scheduling for GRPO-Based Medical Visual Grounding
- CVPR 2026MimiCAT Mimic with Correspondence-Aware Cascade-Transformer for Category-Free 3D Pose Transfer
- CVPR 2026MoRe Motion-aware Feed-forward 4D Reconstruction Transformer
- CVPR 2026More Natural More Real Object-aware Gaussian Splatting for 3D Visual
- CVPR 2026Motion-Aware Animatable Gaussian Avatars Deblurring
- CVPR 2026MoVieS Motion-Aware 4D Dynamic View Synthesis in One Second
- CVPR 2026MU-GeNeRF Multi-view Uncertainty-guided Generalizable Neural Radiance Fields for Distractor-aware Scene
- CVPR 2026Multi-Prototype Compactness and Boundary-Aware Synthesis for Unsupervised Anomaly Detection
- CVPR 2026Multigrain-aware Semantic Prototype Scanning and Tri-Token Prompt Learning Embraced High-Order
- CVPR 2026MUST Modality-Specific Representation-Aware Transformer for Diffusion-Enhanced Survival Prediction with Missing
- CVPR 2026Neighbor-Aware Localized Concept Erasure in Text-to-Image Diffusion Models
- CVPR 2026Noise-Aware Few-Shot Learning through Bi-directional Multi-View Prompt Alignment
- CVPR 2026Occlusion-Aware SORT Observing Occlusion for Robust Multi-Object Tracking
- CVPR 2026On Tokens Dilemma Dynamic MoE with Drift-Aware Token Assignment for
- CVPR 2026Orthogonal Spatial-Aware Multi-View Anchor Graph Clustering for Incomplete Remote Sensing
- CVPR 2026PAD-Hand Physics-Aware Diffusion for Hand Motion Recovery
- CVPR 2026PAF Perturbation-Aware Filtering for Open-Set Semi-Supervised Learning
- CVPR 2026PALM Progress-Aware Policy Learning via Affordance Reasoning for Long-Horizon Robotic
- CVPR 2026PaQ-DETR Learning Pattern and Quality-Aware Dynamic Queries for Object Detection
- CVPR 2026ParallelVLM Lossless Video-LLM Acceleration with Visual Alignment Aware Parallel Speculative
- CVPR 2026PARSE Part-Aware Relational Spatial Modeling
- CVPR 2026Part2GS Part-aware Modeling of Articulated Objects using 3D Gaussian Splatting
- CVPR 2026PhenoYieldNet Learning Crop-Aware Phenological Responses for Multi-Crop Yield Prediction
- CVPR 2026Phrase-Grounding-Aware Supervised Fine-Tuning for Chart Recognition via Side-Masked Attention
- CVPR 2026POLAR A Portrait OLAT Dataset and Generative Framework for Illumination-Aware
- CVPR 2026Precise Object and Effect Removal with Adaptive Target-Aware Attention
- CVPR 2026Quant Experts Token-aware Adaptive Error Reconstruction with Mixture of Experts
- CVPR 2026Quota-Calibrated Fine-Grained Alignment with Context-Aware Marginals for Text-based Person Retrieval
- CVPR 2026REArtGS Generalizable Articulation Reconstruction with Temporal Geometry Constraint via Planar
- CVPR 2026Region-Aware Instance Consistency Learning for Micro-Expression Recognition
- CVPR 2026Residual Decoding Mitigating Hallucinations in Large Vision-Language Models via History-Aware
- CVPR 2026Revisiting Multimodal KV Cache Compression A Frequency-Domain-Guided Outlier-KV-Aware Approach
- CVPR 2026Robust3DGSW Toward Robust Watermarking for Quantization-Aware 3D Gaussian Splatting
- CVPR 2026Rotation Invariant and Symmetry Aware Pixel Difference Network for Remote
- CVPR 2026SAG-GNN Semantic-Aware Guided GNN for Descriptor-Free 2D-3D Matching
- CVPR 2026SAIDO Generalizable Detection of AI-Generated Images via Scene-Aware and Importance-Guided
- CVPR 2026SAIL Similarity-Aware Guidance and Inter-Caption Augmentation-based Learning for Weakly-Supervised Dense
- CVPR 2026Sampling-Aware Quantization for Diffusion Models
- CVPR 2026SARL-STG A Spatially Aware Reinforcement Learning Framework for Refining MLLMs
- CVPR 2026Scaling Up AI-Generated Image Detection with Generator-Aware Prototypes
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。