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 6 / 7 页

  1. NeurIPS 2025GOATex: Geometry & Occlusion-Aware Texturing
  2. NeurIPS 2025HOComp: Interaction-Aware Human-Object Composition
  3. NeurIPS 2025Improving Model-Based Reinforcement Learning by Converging to Flatter Minima
  4. NeurIPS 2025Improving the Straight-Through Estimator with Zeroth-Order Information
  5. NeurIPS 2025Improving Time Series Forecasting via Instance-aware Post-hoc Revision
  6. NeurIPS 2025Intrinsic Benefits of Categorical Distributional Loss: Uncertainty-aware Regularized Exploration in Reinforcement Learning
  7. NeurIPS 2025Jet-Nemotron: Efficient Language Model with Post Neural Architecture Search
  8. NeurIPS 2025Learning from Demonstrations via Capability-Aware Goal Sampling
  9. NeurIPS 2025Learning Spatial-Aware Manipulation Ordering
  10. NeurIPS 2025LVLM-Driven Attribute-Aware Modeling for Visible-Infrared Person Re-Identification
  11. NeurIPS 2025MARS: A Malignity-Aware Backdoor Defense in Federated Learning
  12. NeurIPS 2025Mitigating Hallucination in VideoLLMs via Temporal-Aware Activation Engineering
  13. NeurIPS 2025MLLMs Need 3D-Aware Representation Supervision for Scene Understanding
  14. NeurIPS 2025Modality-Aware SAM: Sharpness-Aware-Minimization Driven Gradient Modulation for Harmonized Multimodal Learning
  15. NeurIPS 2025Momentum-SAM: Sharpness Aware Minimization without Computational Overhead
  16. NeurIPS 2025MonarchAttention: Zero-Shot Conversion to Fast, Hardware-Aware Structured Attention
  17. NeurIPS 2025Noisy Multi-Label Learning through Co-Occurrence-Aware Diffusion
  18. NeurIPS 2025Option-aware Temporally Abstracted Value for Offline Goal-Conditioned Reinforcement Learning
  19. NeurIPS 2025Out-of-Distribution Generalized Graph Anomaly Detection with Homophily-aware Environment Mixup
  20. NeurIPS 2025PDEfuncta: Spectrally-Aware Neural Representation for PDE Solution Modeling
  21. NeurIPS 2025Planning and Learning in Average Risk-aware MDPs
  22. NeurIPS 2025Precise Asymptotics and Refined Regret of Variance-Aware UCB
  23. NeurIPS 2025Predicting Functional Brain Connectivity with Context-Aware Deep Neural Networks
  24. NeurIPS 2025QiMeng-SALV: Signal-Aware Learning for Verilog Code Generation
  25. NeurIPS 2025R-KV: Redundancy-aware KV Cache Compression for Reasoning Models
  26. NeurIPS 2025Restricted Global-Aware Graph Filters Bridging GNNs and Transformer for Node Classification
  27. NeurIPS 2025Rethinking Scale-Aware Temporal Encoding for Event-based Object Detection
  28. NeurIPS 2025Reward-Aware Proto-Representations in Reinforcement Learning
  29. NeurIPS 2025Risk-aware Direct Preference Optimization under Nested Risk Measure
  30. NeurIPS 2025Robust and Computation-Aware Gaussian Processes
  31. NeurIPS 2025Robust Hyperbolic Learning with Curvature-Aware Optimization
  32. NeurIPS 2025RSAVQ: Riemannian Sensitivity-Aware Vector Quantization for Large Language Models
  33. NeurIPS 2025SAINT: Sequence-Aware Integration for Spatial Transcriptomics Multi-View Clustering
  34. NeurIPS 2025Salient Concept-Aware Generative Data Augmentation
  35. NeurIPS 2025SALoM: Structure Aware Temporal Graph Networks with Long-Short Memory Updater
  36. NeurIPS 2025SEAL: Semantic-Aware Hierarchical Learning for Generalized Category Discovery
  37. NeurIPS 2025Self-Perturbed Anomaly-Aware Graph Dynamics for Multivariate Time-Series Anomaly Detection
  38. NeurIPS 2025Sharp Gap-Dependent Variance-Aware Regret Bounds for Tabular MDPs
  39. NeurIPS 2025SharpZO: Hybrid Sharpness-Aware Vision Language Model Prompt Tuning via Forward-Only Passes
  40. NeurIPS 2025SmartCache: Context-aware Semantic Cache for Efficient Multi-turn LLM Inference
  41. NeurIPS 2025SPACE: SPike-Aware Consistency Enhancement for Test-Time Adaptation in Spiking Neural Networks
  42. NeurIPS 2025SPARKE: Scalable Prompt-Aware Diversity and Novelty Guidance in Diffusion Models via RKE Score
  43. NeurIPS 2025Spatially-aware Weights Tokenization for NeRF-Language Models
  44. NeurIPS 2025SpiderSolver: A Geometry-Aware Transformer for Solving PDEs on Complex Geometries
  45. NeurIPS 2025SRHand: Super-Resolving Hand Images and 3D Shapes via View/Pose-aware Neural Image Representations and Explicit Meshes
  46. NeurIPS 2025Structure-Aware Cooperative Ensemble Evolutionary Optimization on Combinatorial Problems with Multimodal Large Language Models
  47. NeurIPS 2025Structure-Aware Fusion with Progressive Injection for Multimodal Molecular Representation Learning
  48. NeurIPS 2025Structure-Aware Spectral Sparsification via Uniform Edge Sampling
  49. NeurIPS 2025SUMO: Subspace-Aware Moment-Orthogonalization for Accelerating Memory-Efficient LLM Training
  50. NeurIPS 2025Surface-Aware Feed-Forward Quadratic Gaussian for Frame Interpolation with Large Motion

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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