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 32 / 46 页

  1. CVPR 2024Rethinking Interactive Image Segmentation with Low Latency High Quality and Diverse Prompts
  2. CVPR 2024Revisiting Adversarial Training at Scale
  3. CVPR 2024Rewrite the Stars
  4. CVPR 2024RobustSAM: Segment Anything Robustly on Degraded Images
  5. CVPR 2024Segment Any Event Streams via Weighted Adaptation of Pivotal Tokens
  6. CVPR 2024Self-supervised Debiasing Using Low Rank Regularization
  7. CVPR 2024Semantically-Shifted Incremental Adapter-Tuning is A Continual ViTransformer
  8. CVPR 2024Sheared Backpropagation for Fine-tuning Foundation Models
  9. CVPR 2024Single-to-Dual-View Adaptation for Egocentric 3D Hand Pose Estimation
  10. CVPR 2024Specularity Factorization for Low-Light Enhancement
  11. CVPR 2024Structured Model Probing: Empowering Efficient Transfer Learning by Structured Regularization
  12. CVPR 2024Task-Conditioned Adaptation of Visual Features in Multi-Task Policy Learning
  13. CVPR 2024TEA: Test-time Energy Adaptation
  14. CVPR 2024The Mirrored Influence Hypothesis: Efficient Data Influence Estimation by Harnessing Forward Passes
  15. CVPR 2024Time- Memory- and Parameter-Efficient Visual Adaptation
  16. CVPR 2024Towards 3D Vision with Low-Cost Single-Photon Cameras
  17. CVPR 2024TTA-EVF: Test-Time Adaptation for Event-based Video Frame Interpolation via Reliable Pixel and Sample Estimation
  18. CVPR 2024Tuning Stable Rank Shrinkage: Aiming at the Overlooked Structural Risk in Fine-tuning
  19. CVPR 2024Uncertainty Visualization via Low-Dimensional Posterior Projections
  20. CVPR 2024Understanding and Improving Source-free Domain Adaptation from a Theoretical Perspective
  21. CVPR 2024Unified Language-driven Zero-shot Domain Adaptation
  22. CVPR 2024UniPT: Universal Parallel Tuning for Transfer Learning with Efficient Parameter and Memory
  23. CVPR 2024Universal Semi-Supervised Domain Adaptation by Mitigating Common-Class Bias
  24. CVPR 2024Unleashing the Potential of SAM for Medical Adaptation via Hierarchical Decoding
  25. CVPR 2024Unveiling the Unknown: Unleashing the Power of Unknown to Known in Open-Set Source-Free Domain Adaptation
  26. CVPR 2024WaveFace: Authentic Face Restoration with Efficient Frequency Recovery
  27. CVPR 2024ZERO-IG: Zero-Shot Illumination-Guided Joint Denoising and Adaptive Enhancement for Low-Light Images
  28. CVPR 2024Zero-Reference Low-Light Enhancement via Physical Quadruple Priors
  29. ICLR 2024A Hard-to-Beat Baseline for Training-free CLIP-based Adaptation
  30. ICLR 2024A Statistical Analysis of Wasserstein Autoencoders for Intrinsically Low-dimensional Data
  31. ICLR 2024Adaptive Regularization of Representation Rank as an Implicit Constraint of Bellman Equation
  32. ICLR 2024Advancing the Lower Bounds: an Accelerated, Stochastic, Second-order Method with Optimal Adaptation to Inexactness
  33. ICLR 2024ALAM: Averaged Low-Precision Activation for Memory-Efficient Training of Transformer Models
  34. ICLR 2024AlpaGasus: Training a Better Alpaca with Fewer Data
  35. ICLR 2024Are Transformers with One Layer Self-Attention Using Low-Rank Weight Matrices Universal Approximators?
  36. ICLR 2024AutoChunk: Automated Activation Chunk for Memory-Efficient Deep Learning Inference
  37. ICLR 2024AutoLoRa: An Automated Robust Fine-Tuning Framework
  38. ICLR 2024AutoVP: An Automated Visual Prompting Framework and Benchmark
  39. ICLR 2024BarLeRIa: An Efficient Tuning Framework for Referring Image Segmentation
  40. ICLR 2024Batched Low-Rank Adaptation of Foundation Models
  41. ICLR 2024Bayesian Low-rank Adaptation for Large Language Models
  42. ICLR 2024BESA: Pruning Large Language Models with Blockwise Parameter-Efficient Sparsity Allocation
  43. ICLR 2024Beyond IID weights: sparse and low-rank deep Neural Networks are also Gaussian Processes
  44. ICLR 2024Breaking Physical and Linguistic Borders: Multilingual Federated Prompt Tuning for Low-Resource Languages
  45. ICLR 2024Can We Evaluate Domain Adaptation Models Without Target-Domain Labels?
  46. ICLR 2024CLAP: Collaborative Adaptation for Patchwork Learning
  47. ICLR 2024Class Probability Matching with Calibrated Networks for Label Shift Adaption
  48. ICLR 2024Continual Momentum Filtering on Parameter Space for Online Test-time Adaptation
  49. ICLR 2024Convolution Meets LoRA: Parameter Efficient Finetuning for Segment Anything Model
  50. ICLR 2024Customizable Combination of Parameter-Efficient Modules for Multi-Task Learning

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。

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