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 340 篇，第 4 / 7 页

  1. ICML 2026Stability Analysis of Sharpness-Aware Minimization
  2. ICML 2026STAND: Self-Aware Precondition Induction for Interactive Task Learning
  3. ICML 2026STAR: Rethinking MoE Routing as Structure-Aware Subspace Learning
  4. ICML 2026Stochastic Sparse Attention for Memory-Bound Inference
  5. ICML 2026Strategy-Aware Optimization Modeling with Reasoning LLMs
  6. ICML 2026Structure-Aware Consistency Priors for Shape from Polarization in Complex Media
  7. ICML 2026Structure-aware Granular-Ball based Information Bottleneck for Multi-modal Clustering
  8. ICML 2026Subspace-Aware Feature Reshaping for Open-Set Graph Class-Incremental Learning
  9. ICML 2026Sycophancy Towards Researchers Drives Performative Misalignment
  10. ICML 2026Symmetries in PAC-Bayesian Learning
  11. ICML 2026TarGATE: Target-Aware Data Selection via Token-Attenuation Gates
  12. ICML 2026Target-Agnostic Calibration under Distribution Shift with Frequency-Aware Gradient Rectification
  13. ICML 2026Target-Aware Bandit Allocation for Scalable Surrogate Optimization in Chemical Space
  14. ICML 2026Task-Aware Exploration via a Predictive Bisimulation Metric
  15. ICML 2026Task-Aware Preference Calibration for Direct Preference Optimization
  16. ICML 2026TeamWork: Multivariate Time Series Anomaly Detection via Asymmetric Role-aware Channel Modeling
  17. ICML 2026The Pareto-optimal Trade-off between Regret and Statistical Inference in Linear Stochastic Bandits under Safety Constraints
  18. ICML 2026Threshold-Based Exclusive Batching for LLM Inference
  19. ICML 2026TileSparse: Arithmetic-Intensity-Aware Sparse Attention for Compute-Bound LLM Decoding
  20. ICML 2026ToMAP: Training Opponent-Aware LLM Persuaders with Theory of Mind
  21. ICML 2026Topology-Aware Contrastive Learning: Regulating Representation Connectivity via Persistent Homology
  22. ICML 2026Toward Subspace-Perturbed Trajectory-Aware Backdoor Attacks in Deep Reinforcement Learning
  23. ICML 2026Towards Reliable Marking and Verification of AI-Generated Text via Geometry-aware Sentence-level Watermarking
  24. ICML 2026Tracking Drift: Variation-Aware Entropy Scheduling for Non-Stationary Reinforcement Learning
  25. ICML 2026Training-Trajectory-Aware Token Selection
  26. ICML 2026Trajectory-Aware Heuristic Learning for Combinatorial Search
  27. ICML 2026Trajectory-Aware Spiking DiTs Conversion via Membrane Potential Error-Feedback
  28. ICML 2026TUR-DPO: Topology- and Uncertainty-Aware Direct Preference Optimization
  29. ICML 2026Two-dimensional quantization for geometry-aware audio coding
  30. ICML 2026UCPO: Uncertainty-Aware Policy Optimization
  31. ICML 2026Ultrafast On-Chip Online Learning via Spline Locality in Kolmogorov–Arnold Networks
  32. ICML 2026Unlocking Cross-Modal Biosignal Synthesis: A Temporally-Aware VAE-Diffusion Model
  33. ICML 2026Unsat Core Prediction through Polarity-Aware Representation Learning over Clause-Literal Hypergraphs
  34. ICML 2026Unsupervised Process-Aware Coreset Selection for In-Context Learning
  35. ICML 2026Wasserstein Geometry-Aware Adaptive Control via Meta-Learning
  36. ICML 2026WinQ: Accelerating Quantization-Aware Training of Language Models Around Saddle Points
  37. ICML 2025$\texttt{I$^2$MoE}$: Interpretable Multimodal Interaction-aware Mixture-of-Experts
  38. ICML 2025Accelerating Linear Recurrent Neural Networks for the Edge with Unstructured Sparsity
  39. ICML 2025An Augmentation-Aware Theory for Self-Supervised Contrastive Learning
  40. ICML 2025Avoiding spurious sharpness minimization broadens applicability of SAM
  41. ICML 2025BAME: Block-Aware Mask Evolution for Efficient N:M Sparse Training
  42. ICML 2025BoA: Attention-aware Post-training Quantization without Backpropagation
  43. ICML 2025CABS: Conflict-Aware and Balanced Sparsification for Enhancing Model Merging
  44. ICML 2025Calibrated Value-Aware Model Learning with Probabilistic Environment Models
  45. ICML 2025Causal Invariance-aware Augmentation for Brain Graph Contrastive Learning
  46. ICML 2025Causality-Aware Contrastive Learning for Robust Multivariate Time-Series Anomaly Detection
  47. ICML 2025COGNATE: Acceleration of Sparse Tensor Programs on Emerging Hardware using Transfer Learning
  48. ICML 2025Context Matters: Query-aware Dynamic Long Sequence Modeling of Gigapixel Images
  49. ICML 2025Core Context Aware Transformers for Long Context Language Modeling
  50. ICML 2025Curvature-aware Graph Attention for PDEs on Manifolds

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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