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 323 篇，第 1 / 7 页

1. CVPR 20253D Occupancy Prediction with Low-Resolution Queries via Prototype-aware View Transformation
2. CVPR 20254DGC: Rate-Aware 4D Gaussian Compression for Efficient Streamable Free-Viewpoint Video
3. CVPR 2025A Distractor-Aware Memory for Visual Object Tracking with SAM2
4. CVPR 2025AA-CLIP: Enhancing Zero-Shot Anomaly Detection via Anomaly-Aware CLIP
5. CVPR 2025Accelerating Diffusion Transformer via Increment-Calibrated Caching with Channel-Aware Singular Value Decomposition
6. CVPR 2025Anchor-Aware Similarity Cohesion in Target Frames Enables Predicting Temporal Moment Boundaries in 2D
7. CVPR 2025AniMer: Animal Pose and Shape Estimation Using Family Aware Transformer
8. CVPR 2025Annotation Ambiguity Aware Semi-Supervised Medical Image Segmentation
9. CVPR 2025ASIGN: An Anatomy-aware Spatial Imputation Graphic Network for 3D Spatial Transcriptomics
10. CVPR 2025BARD-GS: Blur-Aware Reconstruction of Dynamic Scenes via Gaussian Splatting
11. CVPR 2025Beyond Local Sharpness: Communication-Efficient Global Sharpness-aware Minimization for Federated Learning
12. CVPR 2025Bridging the Vision-Brain Gap with an Uncertainty-Aware Blur Prior
13. CVPR 2025Bringing CLIP to the Clinic: Dynamic Soft Labels and Negation-Aware Learning for Medical Analysis
14. CVPR 2025CADRef: Robust Out-of-Distribution Detection via Class-Aware Decoupled Relative Feature Leveraging
15. CVPR 2025Can't Slow Me Down: Learning Robust and Hardware-Adaptive Object Detectors against Latency Attacks for Edge Devices
16. CVPR 2025COAP: Memory-Efficient Training with Correlation-Aware Gradient Projection
17. CVPR 2025Completion as Enhancement: A Degradation-Aware Selective Image Guided Network for Depth Completion
18. CVPR 2025Consistency-aware Self-Training for Iterative-based Stereo Matching
19. CVPR 2025Context-Aware Multimodal Pretraining
20. CVPR 2025Continuous Adverse Weather Removal via Degradation-Aware Distillation
21. CVPR 2025Debiasing Multimodal Large Language Models via Noise-Aware Preference Optimization
22. CVPR 2025Degradation-Aware Feature Perturbation for All-in-One Image Restoration
23. CVPR 2025DexHandDiff: Interaction-aware Diffusion Planning for Adaptive Dexterous Manipulation
24. CVPR 2025DiffLO: Semantic-Aware LiDAR Odometry with Diffusion-Based Refinement
25. CVPR 2025DnLUT: Ultra-Efficient Color Image Denoising via Channel-Aware Lookup Tables
26. CVPR 2025Don't Shake the Wheel: Momentum-Aware Planning in End-to-End Autonomous Driving
27. CVPR 2025DynaMoDe-NeRF: Motion-aware Deblurring Neural Radiance Field for Dynamic Scenes
28. CVPR 2025Early-Bird Diffusion: Investigating and Leveraging Timestep-Aware Early-Bird Tickets in Diffusion Models for Efficient Training
29. CVPR 2025EchoWorld: Learning Motion-Aware World Models for Echocardiography Probe Guidance
30. CVPR 2025EdgeDiff: Edge-aware Diffusion Network for Building Reconstruction from Point Clouds
31. CVPR 2025Efficient Motion-Aware Video MLLM
32. CVPR 2025Enhancing Virtual Try-On with Synthetic Pairs and Error-Aware Noise Scheduling
33. CVPR 2025EnvPoser: Environment-aware Realistic Human Motion Estimation from Sparse Observations with Uncertainty Modeling
34. CVPR 2025Explicit Depth-Aware Blurry Video Frame Interpolation Guided by Differential Curves
35. CVPR 2025Exploring Temporally-Aware Features for Point Tracking
36. CVPR 2025Exposure-slot: Exposure-centric Representations Learning with Slot-in-Slot Attention for Region-aware Exposure Correction
37. CVPR 2025FedCALM: Conflict-aware Layer-wise Mitigation for Selective Aggregation in Deeper Personalized Federated Learning
38. CVPR 2025Flash3D: Super-scaling Point Transformers through Joint Hardware-Geometry Locality
39. CVPR 2025FlowRAM: Grounding Flow Matching Policy with Region-Aware Mamba Framework for Robotic Manipulation
40. CVPR 2025GA3CE: Unconstrained 3D Gaze Estimation with Gaze-Aware 3D Context Encoding
41. CVPR 2025Galaxy Walker: Geometry-aware VLMs For Galaxy-scale Understanding
42. CVPR 2025GRAE-3DMOT: Geometry Relation-Aware Encoder for Online 3D Multi-Object Tracking
43. CVPR 2025Graph-Embedded Structure-Aware Perceptual Hashing for Neural Network Protection and Piracy Detection
44. CVPR 2025Hardware-Rasterized Ray-Based Gaussian Splatting
45. CVPR 2025HierarQ: Task-Aware Hierarchical Q-Former for Enhanced Video Understanding
46. CVPR 2025Hyperbolic Safety-Aware Vision-Language Models
47. CVPR 2025IM-Portrait: Learning 3D-aware Video Diffusion for Photorealistic Talking Heads from Monocular VideosC
48. CVPR 2025Improving the Training of Data-Efficient GANs via Quality Aware Dynamic Discriminator Rejection Sampling
49. CVPR 2025LAL: Enhancing 3D Human Motion Prediction with Latency-aware Auxiliary Learning
50. CVPR 2025Let's Chorus: Partner-aware Hybrid Song-Driven 3D Head Animation

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。