低秩适配论文趋势 2023–2026

LoRA 与参数高效微调

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 2,273 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

低秩适配论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202378766563282
202419395124106518
2025241152136103632
2026269184240148841

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

全部低秩适配论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 2,272 篇，第 41 / 46 页

  1. CVPR 2023DARE-GRAM: Unsupervised Domain Adaptation Regression by Aligning Inverse Gram Matrices
  2. CVPR 2023Diverse Embedding Expansion Network and Low-Light Cross-Modality Benchmark for Visible-Infrared Person Re-Identification
  3. CVPR 2023Divide and Adapt: Active Domain Adaptation via Customized Learning
  4. CVPR 2023Dynamically Instance-Guided Adaptation: A Backward-Free Approach for Test-Time Domain Adaptive Semantic Segmentation
  5. CVPR 2023E2PN: Efficient SE(3)-Equivariant Point Network
  6. CVPR 2023EcoTTA: Memory-Efficient Continual Test-Time Adaptation via Self-Distilled Regularization
  7. CVPR 2023Efficient Robust Principal Component Analysis via Block Krylov Iteration and CUR Decomposition
  8. CVPR 2023Efficient Second-Order Plane Adjustment
  9. CVPR 2023Explicit Visual Prompting for Low-Level Structure Segmentations
  10. CVPR 2023Generalization Matters: Loss Minima Flattening via Parameter Hybridization for Efficient Online Knowledge Distillation
  11. CVPR 2023GeoNet: Benchmarking Unsupervised Adaptation Across Geographies
  12. CVPR 2023Guiding Pseudo-Labels With Uncertainty Estimation for Source-Free Unsupervised Domain Adaptation
  13. CVPR 2023Hierarchical Neural Memory Network for Low Latency Event Processing
  14. CVPR 2023Hint-Aug: Drawing Hints From Foundation Vision Transformers Towards Boosted Few-Shot Parameter-Efficient Tuning
  15. CVPR 2023Human Pose Estimation in Extremely Low-Light Conditions
  16. CVPR 2023Image Cropping With Spatial-Aware Feature and Rank Consistency
  17. CVPR 2023Learning a 3D Morphable Face Reflectance Model From Low-Cost Data
  18. CVPR 2023Learning a Simple Low-Light Image Enhancer From Paired Low-Light Instances
  19. CVPR 2023Leveraging Temporal Context in Low Representational Power Regimes
  20. CVPR 2023Low-Light Image Enhancement via Structure Modeling and Guidance
  21. CVPR 2023MHPL: Minimum Happy Points Learning for Active Source Free Domain Adaptation
  22. CVPR 2023MixPHM: Redundancy-Aware Parameter-Efficient Tuning for Low-Resource Visual Question Answering
  23. CVPR 2023MobileNeRF: Exploiting the Polygon Rasterization Pipeline for Efficient Neural Field Rendering on Mobile Architectures
  24. CVPR 2023MOT: Masked Optimal Transport for Partial Domain Adaptation
  25. CVPR 2023Parameter Efficient Local Implicit Image Function Network for Face Segmentation
  26. CVPR 2023Partial Network Cloning
  27. CVPR 2023PartSLIP: Low-Shot Part Segmentation for 3D Point Clouds via Pretrained Image-Language Models
  28. CVPR 2023PEAL: Prior-Embedded Explicit Attention Learning for Low-Overlap Point Cloud Registration
  29. CVPR 2023Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography
  30. CVPR 2023Plateau-Reduced Differentiable Path Tracing
  31. CVPR 2023Policy Adaptation From Foundation Model Feedback
  32. CVPR 2023Pose Synchronization Under Multiple Pair-Wise Relative Poses
  33. CVPR 2023Q-DETR: An Efficient Low-Bit Quantized Detection Transformer
  34. CVPR 2023Re-GAN: Data-Efficient GANs Training via Architectural Reconfiguration
  35. CVPR 2023Recognizability Embedding Enhancement for Very Low-Resolution Face Recognition and Quality Estimation
  36. CVPR 2023RelightableHands: Efficient Neural Relighting of Articulated Hand Models
  37. CVPR 2023Representing Volumetric Videos As Dynamic MLP Maps
  38. CVPR 2023Resource-Efficient RGBD Aerial Tracking
  39. CVPR 2023Robust Mean Teacher for Continual and Gradual Test-Time Adaptation
  40. CVPR 2023Robust Test-Time Adaptation in Dynamic Scenarios
  41. CVPR 2023Samples With Low Loss Curvature Improve Data Efficiency
  42. CVPR 2023Semi-Supervised Domain Adaptation With Source Label Adaptation
  43. CVPR 2023Source-Free Video Domain Adaptation With Spatial-Temporal-Historical Consistency Learning
  44. CVPR 2023Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning
  45. CVPR 2023TensoIR: Tensorial Inverse Rendering
  46. CVPR 2023ToThePoint: Efficient Contrastive Learning of 3D Point Clouds via Recycling
  47. CVPR 2023Towards Better Stability and Adaptability: Improve Online Self-Training for Model Adaptation in Semantic Segmentation
  48. CVPR 2023Train/Test-Time Adaptation With Retrieval
  49. CVPR 2023Trainable Projected Gradient Method for Robust Fine-Tuning
  50. CVPR 2023Unsupervised Cumulative Domain Adaptation for Foggy Scene Optical Flow

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 查低秩适配在 NeurIPS 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": "low-rank-adaptation"}

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低秩适配论文？
共 2,273 篇，按年份分别是 2023 年 282 篇、2024 年 518 篇、2025 年 632 篇、2026 年 841 篇。
NeurIPS 2026 有多少篇低秩适配论文？
NeurIPS 2026 有 269 篇低秩适配论文，上一届是 241 篇。
ICLR 2026 有多少篇低秩适配论文？
ICLR 2026 有 184 篇低秩适配论文，上一届是 152 篇。
ICML 2026 有多少篇低秩适配论文？
ICML 2026 有 240 篇低秩适配论文，上一届是 136 篇。
CVPR 2026 有多少篇低秩适配论文？
CVPR 2026 有 148 篇低秩适配论文，上一届是 103 篇。
哪个会议的低秩适配论文最多？
NeurIPS，2023–2026 年共 781 篇。

「优化与缩放」下的其他主题