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

每年论文数

各会议论文数

按年份和会议统计

硬件协同论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
2023212327102173
202469455594263
2025120447287323
2026263120186196765

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

全部硬件协同论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 1,524 篇，第 16 / 31 页

  1. NeurIPS 2026Uncertainty-Aware Listwise Reinforcement Fine-Tuning for Fine-Grained Visual Classification
  2. NeurIPS 2026Uncertainty-Aware Probabilistic Constrained Clustering from Entangled Pairwise Supervision
  3. NeurIPS 2026UniCon3R: Unified Contact-aware 4D Human-Scene Reconstruction from Monocular Video
  4. NeurIPS 2026Unified Loss-Aware Density Control for 3D Gaussian Splatting
  5. NeurIPS 2026UniGS: Unified Geometry-Aware Gaussian Splatting for Multimodal Rendering
  6. NeurIPS 2026VALOR: Vector-Aware Low-Rank Restructuring of Neural Networks for RISC-V Inference
  7. NeurIPS 2026Value-Aware Stochastic KV Cache Eviction for Reasoning Models
  8. NeurIPS 2026VAMIRec: Value-Aware Memory Intervention for Continual Recommendation
  9. NeurIPS 2026Verification-Aware Training for Speculative Decoding
  10. NeurIPS 2026ViCO: A Training Strategy towards Semantic Aware Dynamic High-Resolution
  11. NeurIPS 2026What Gets Measured Gets Managed: Sign-aware Recommendation Needs Sign-aware Evaluation
  12. NeurIPS 2026When Debate Helps: Proposal Supply and Verification-Aware Readout in Multi-Agent Reasoning
  13. NeurIPS 2026When Do Cosine Prototypes Mislead? A Whitening-Aware Benchmark for Frozen-Feature Image Classification
  14. NeurIPS 2026When Uncertainty Is the Target: Adversarial Attacks on Uncertainty-Aware Predictors
  15. NeurIPS 2026Where Do Long Captions Fail? Position-Aware Diagnosis and Reinforcement Learning for Detailed Image Captioning
  16. CVPR 20253D Occupancy Prediction with Low-Resolution Queries via Prototype-aware View Transformation
  17. CVPR 20254DGC: Rate-Aware 4D Gaussian Compression for Efficient Streamable Free-Viewpoint Video
  18. CVPR 2025A Distractor-Aware Memory for Visual Object Tracking with SAM2
  19. CVPR 2025AA-CLIP: Enhancing Zero-Shot Anomaly Detection via Anomaly-Aware CLIP
  20. CVPR 2025Accelerating Diffusion Transformer via Increment-Calibrated Caching with Channel-Aware Singular Value Decomposition
  21. CVPR 2025Anchor-Aware Similarity Cohesion in Target Frames Enables Predicting Temporal Moment Boundaries in 2D
  22. CVPR 2025AniMer: Animal Pose and Shape Estimation Using Family Aware Transformer
  23. CVPR 2025Annotation Ambiguity Aware Semi-Supervised Medical Image Segmentation
  24. CVPR 2025ASIGN: An Anatomy-aware Spatial Imputation Graphic Network for 3D Spatial Transcriptomics
  25. CVPR 2025BARD-GS: Blur-Aware Reconstruction of Dynamic Scenes via Gaussian Splatting
  26. CVPR 2025Beyond Local Sharpness: Communication-Efficient Global Sharpness-aware Minimization for Federated Learning
  27. CVPR 2025Bridging the Vision-Brain Gap with an Uncertainty-Aware Blur Prior
  28. CVPR 2025Bringing CLIP to the Clinic: Dynamic Soft Labels and Negation-Aware Learning for Medical Analysis
  29. CVPR 2025CADRef: Robust Out-of-Distribution Detection via Class-Aware Decoupled Relative Feature Leveraging
  30. CVPR 2025Can't Slow Me Down: Learning Robust and Hardware-Adaptive Object Detectors against Latency Attacks for Edge Devices
  31. CVPR 2025COAP: Memory-Efficient Training with Correlation-Aware Gradient Projection
  32. CVPR 2025Completion as Enhancement: A Degradation-Aware Selective Image Guided Network for Depth Completion
  33. CVPR 2025Consistency-aware Self-Training for Iterative-based Stereo Matching
  34. CVPR 2025Context-Aware Multimodal Pretraining
  35. CVPR 2025Continuous Adverse Weather Removal via Degradation-Aware Distillation
  36. CVPR 2025Debiasing Multimodal Large Language Models via Noise-Aware Preference Optimization
  37. CVPR 2025Degradation-Aware Feature Perturbation for All-in-One Image Restoration
  38. CVPR 2025DexHandDiff: Interaction-aware Diffusion Planning for Adaptive Dexterous Manipulation
  39. CVPR 2025DiffLO: Semantic-Aware LiDAR Odometry with Diffusion-Based Refinement
  40. CVPR 2025DnLUT: Ultra-Efficient Color Image Denoising via Channel-Aware Lookup Tables
  41. CVPR 2025Don't Shake the Wheel: Momentum-Aware Planning in End-to-End Autonomous Driving
  42. CVPR 2025DynaMoDe-NeRF: Motion-aware Deblurring Neural Radiance Field for Dynamic Scenes
  43. CVPR 2025Early-Bird Diffusion: Investigating and Leveraging Timestep-Aware Early-Bird Tickets in Diffusion Models for Efficient Training
  44. CVPR 2025EchoWorld: Learning Motion-Aware World Models for Echocardiography Probe Guidance
  45. CVPR 2025EdgeDiff: Edge-aware Diffusion Network for Building Reconstruction from Point Clouds
  46. CVPR 2025Efficient Motion-Aware Video MLLM
  47. CVPR 2025Enhancing Virtual Try-On with Synthetic Pairs and Error-Aware Noise Scheduling
  48. CVPR 2025EnvPoser: Environment-aware Realistic Human Motion Estimation from Sparse Observations with Uncertainty Modeling
  49. CVPR 2025Explicit Depth-Aware Blurry Video Frame Interpolation Guided by Differential Curves
  50. CVPR 2025Exploring Temporally-Aware Features for Point Tracking

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"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

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。

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