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 323 篇，第 3 / 7 页

  1. ICLR 2025Geometry-aware RL for Manipulation of Varying Shapes and Deformable Objects
  2. ICLR 2025Going Beyond Feature Similarity: Effective Dataset distillation based on Class-aware Conditional Mutual Information
  3. ICLR 2025Inference-Aware Fine-Tuning for Best-of-N Sampling in Large Language Models
  4. ICLR 2025KooNPro: A Variance-Aware Koopman Probabilistic Model Enhanced by Neural Process for Time Series Forecasting
  5. ICLR 2025LeanQuant: Accurate and Scalable Large Language Model Quantization with Loss-error-aware Grid
  6. ICLR 2025MaxCutPool: differentiable feature-aware Maxcut for pooling in graph neural networks
  7. ICLR 2025Mitigating Parameter Interference in Model Merging via Sharpness-Aware Fine-Tuning
  8. ICLR 2025Multiplicative Logit Adjustment Approximates Neural-Collapse-Aware Decision Boundary Adjustment
  9. ICLR 2025NExUME: Adaptive Training and Inference for DNNs under Intermittent Power Environments
  10. ICLR 2025OATS: Outlier-Aware Pruning Through Sparse and Low Rank Decomposition
  11. ICLR 2025OCCAM: Towards Cost-Efficient and Accuracy-Aware Classification Inference
  12. ICLR 2025PolaFormer: Polarity-aware Linear Attention for Vision Transformers
  13. ICLR 2025Privacy-Aware Lifelong Learning
  14. ICLR 2025Ranking-aware adapter for text-driven image ordering with CLIP
  15. ICLR 2025Relation-Aware Diffusion for Heterogeneous Graphs with Partially Observed Features
  16. ICLR 2025Rethinking the generalization of drug target affinity prediction algorithms via similarity aware evaluation
  17. ICLR 2025SaMer: A Scenario-aware Multi-dimensional Evaluator for Large Language Models
  18. ICLR 2025Scale-aware Recognition in Satellite Images under Resource Constraints
  19. ICLR 2025Second Order Bounds for Contextual Bandits with Function Approximation
  20. ICLR 2025Semantic Aware Representation Learning for Lifelong Learning
  21. ICLR 2025Sharpness-Aware Minimization Efficiently Selects Flatter Minima Late In Training
  22. ICLR 2025SPAM: Spike-Aware Adam with Momentum Reset for Stable LLM Training
  23. ICLR 2025Spatial-Mamba: Effective Visual State Space Models via Structure-Aware State Fusion
  24. ICLR 2025Stochastic Semi-Gradient Descent for Learning Mean Field Games with Population-Aware Function Approximation
  25. ICLR 2025Subtask-Aware Visual Reward Learning from Segmented Demonstrations
  26. ICLR 2025SVD-LLM: Truncation-aware Singular Value Decomposition for Large Language Model Compression
  27. ICLR 2025SynQ: Accurate Zero-shot Quantization by Synthesis-aware Fine-tuning
  28. ICLR 2025TD-Paint: Faster Diffusion Inpainting Through Time-Aware Pixel Conditioning
  29. ICLR 2025TopoDiffusionNet: A Topology-aware Diffusion Model
  30. ICLR 2025Uncertainty-Aware Decoding with Minimum Bayes Risk
  31. ICLR 2025Utility-Directed Conformal Prediction: A Decision-Aware Framework for Actionable Uncertainty Quantification
  32. ICML 2025$\texttt{I$^2$MoE}$: Interpretable Multimodal Interaction-aware Mixture-of-Experts
  33. ICML 2025Accelerating Linear Recurrent Neural Networks for the Edge with Unstructured Sparsity
  34. ICML 2025An Augmentation-Aware Theory for Self-Supervised Contrastive Learning
  35. ICML 2025Avoiding spurious sharpness minimization broadens applicability of SAM
  36. ICML 2025BAME: Block-Aware Mask Evolution for Efficient N:M Sparse Training
  37. ICML 2025BoA: Attention-aware Post-training Quantization without Backpropagation
  38. ICML 2025CABS: Conflict-Aware and Balanced Sparsification for Enhancing Model Merging
  39. ICML 2025Calibrated Value-Aware Model Learning with Probabilistic Environment Models
  40. ICML 2025Causal Invariance-aware Augmentation for Brain Graph Contrastive Learning
  41. ICML 2025Causality-Aware Contrastive Learning for Robust Multivariate Time-Series Anomaly Detection
  42. ICML 2025COGNATE: Acceleration of Sparse Tensor Programs on Emerging Hardware using Transfer Learning
  43. ICML 2025Context Matters: Query-aware Dynamic Long Sequence Modeling of Gigapixel Images
  44. ICML 2025Core Context Aware Transformers for Long Context Language Modeling
  45. ICML 2025Curvature-aware Graph Attention for PDEs on Manifolds
  46. ICML 2025DA-KD: Difficulty-Aware Knowledge Distillation for Efficient Large Language Models
  47. ICML 2025Decision-aware Training of Spatiotemporal Forecasting Models to Select a Top-K Subset of Sites for Intervention
  48. ICML 2025DocVXQA: Context-Aware Visual Explanations for Document Question Answering
  49. ICML 2025Dynamic Sparse Training of Diagonally Sparse Networks
  50. ICML 2025EARTH: Epidemiology-Aware Neural ODE with Continuous Disease Transmission Graph

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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