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 120 篇，第 1 / 3 页

  1. NeurIPS 20254D3R: Motion-Aware Neural Reconstruction and Rendering of Dynamic Scenes from Monocular Videos
  2. NeurIPS 2025A Unified Stability Analysis of SAM vs SGD: Role of Data Coherence and Emergence of Simplicity Bias
  3. NeurIPS 2025AcuRank: Uncertainty-Aware Adaptive Computation for Listwise Reranking
  4. NeurIPS 2025Adversary Aware Optimization for Robust Defense
  5. NeurIPS 2025Aligning by Misaligning: Boundary-aware Curriculum Learning for Multimodal Alignment
  6. NeurIPS 2025Availability-aware Sensor Fusion via Unified Canonical Space
  7. NeurIPS 2025Boundary-Value PDEs Meet Higher-Order Differential Topology-aware GNNs
  8. NeurIPS 2025C$^2$Prompt: Class-aware Client Knowledge Interaction for Federated Continual Learning
  9. NeurIPS 2025CAGE: Continuity-Aware edGE Network Unlocks Robust Floorplan Reconstruction
  10. NeurIPS 2025CAMO: Convergence-Aware Multi-Fidelity Bayesian Optimization
  11. NeurIPS 2025CAR-Flow: Condition-Aware Reparameterization Aligns Source and Target for Better Flow Matching
  12. NeurIPS 2025CATransformers: Carbon Aware Transformers Through Joint Model-Hardware Optimization
  13. NeurIPS 2025CCL: Causal-aware In-context Learning for Out-of-Distribution Generalization
  14. NeurIPS 2025Chirality in Action: Time-Aware Video Representation Learning by Latent Straightening
  15. NeurIPS 2025Confidence-Aware With Prototype Alignment for Partial Multi-label Learning
  16. NeurIPS 2025Conflict-Aware Knowledge Editing in the Wild: Semantic-Augmented Graph Representation for Unstructured Text
  17. NeurIPS 2025Context-Aware Hierarchical Learning: A Two-Step Paradigm towards Safer LLMs
  18. NeurIPS 2025Context-Aware Regularization with Markovian Integration for Attention-Based Nucleotide Analysis
  19. NeurIPS 2025ContextAgent: Context-Aware Proactive LLM Agents with Open-world Sensory Perceptions
  20. NeurIPS 2025ConTextTab: A Semantics-Aware Tabular In-Context Learner
  21. NeurIPS 2025Cost-Aware Contrastive Routing for LLMs
  22. NeurIPS 2025Cost-aware LLM-based Online Dataset Annotation
  23. NeurIPS 2025Cost-Efficient LLM Training with Lifetime-Aware Tensor Offloading via GPUDirect Storage
  24. NeurIPS 2025DAAC: Discrepancy-Aware Adaptive Contrastive Learning for Medical Time series
  25. NeurIPS 2025DeepVideo-R1: Video Reinforcement Fine-Tuning via Difficulty-aware Regressive GRPO
  26. NeurIPS 2025Degradation-Aware Dynamic Schrödinger Bridge for Unpaired Image Restoration
  27. NeurIPS 2025Distribution-Aware Tensor Decomposition for Compression of Convolutional Neural Networks
  28. NeurIPS 2025Diversity-Aware Policy Optimization for Large Language Model Reasoning
  29. NeurIPS 2025DuoGPT: Training-free Dual Sparsity through Activation-aware Pruning in LLMs
  30. NeurIPS 2025Dynamic Semantic-Aware Correlation Modeling for UAV Tracking
  31. NeurIPS 2025Efficient Hybrid Language Model Compression through Group-Aware SSM Pruning
  32. NeurIPS 2025Efficient Pre-Training of LLMs via Topology-Aware Communication Alignment on More Than 9600 GPUs
  33. NeurIPS 2025Efficient Representativeness-Aware Coreset Selection
  34. NeurIPS 2025ElasticMM: Efficient Multimodal LLMs Serving with Elastic Multimodal Parallelism
  35. NeurIPS 2025Energy Landscape-Aware Vision Transformers: Layerwise Dynamics and Adaptive Task-Specific Training via Hopfield States
  36. NeurIPS 2025Exploiting Task Relationships in Continual Learning via Transferability-Aware Task Embeddings
  37. NeurIPS 2025FANS: A Flatness-Aware Network Structure for Generalization in Offline Reinforcement Learning
  38. NeurIPS 2025Feasibility-Aware Decision-Focused Learning for Predicting Parameters in the Constraints
  39. NeurIPS 2025Feature-aware Modulation for Learning from Temporal Tabular Data
  40. NeurIPS 2025FedWMSAM: Fast and Flat Federated Learning via Weighted Momentum and Sharpness-Aware Minimization
  41. NeurIPS 2025Feedback-Aware MCTS for Goal-Oriented Information Seeking
  42. NeurIPS 2025Flash Invariant Point Attention
  43. NeurIPS 2025FreqExit: Enabling Early-Exit Inference for Visual Autoregressive Models via Frequency-Aware Guidance
  44. NeurIPS 2025Geo-Sign: Hyperbolic Contrastive Regularisation for Geometrically Aware Sign Language Translation
  45. NeurIPS 2025GeoComplete: Geometry-Aware Diffusion for Reference-Driven Image Completion
  46. NeurIPS 2025Geometry Aware Operator Transformer as an efficient and accurate neural surrogate for PDEs on arbitrary domains
  47. NeurIPS 2025Geometry-Aware Edge Pooling for Graph Neural Networks
  48. NeurIPS 2025GOATex: Geometry & Occlusion-Aware Texturing
  49. NeurIPS 2025HOComp: Interaction-Aware Human-Object Composition
  50. NeurIPS 2025Improving Model-Based Reinforcement Learning by Converging to Flatter Minima

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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