深度学习 · representation learning论文趋势 2023–2026

ICML/NeurIPS 深度学习方向：representation_learning

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 802 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

深度学习 · representation learning论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
2023112583158259
202454384243177
202554373526152
202659397442214

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

全部深度学习 · representation learning论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 802 篇，第 5 / 17 页

  1. NeurIPS 2026Oversmoothing as Representation Degeneracy in Neural Sheaf Diffusion
  2. NeurIPS 2026Predictive Representation Learning for Partially Observed Neural Dynamics
  3. NeurIPS 2026Primal-Dual Representation Learning for Low-Rank Constrained MDPs
  4. NeurIPS 2026Provably Efficient Representation Learning for Low-Rank CMDPs
  5. NeurIPS 2026Representation Forcing for Bottleneck-Free Unified Multimodal Models
  6. NeurIPS 2026Representation Learning Enables Scalable Multitask Deep Reinforcement Learning
  7. NeurIPS 2026Representation Preconditioning for Efficient Diffusion Model Training
  8. NeurIPS 2026Self-Distillation of Hidden Layers for Masked Self-Supervised Representation Learning
  9. NeurIPS 2026Senses Wide Shut: A Representation-Action Gap in Omnimodal LLMs
  10. NeurIPS 2026The Bayesian Origin of the Probability Weighting Function in Human Representation of Probabilities
  11. NeurIPS 2026The Geometry of Agent Skills: Non-Commutative Composition in Representation Space
  12. NeurIPS 2026TopoPrune: Robust Data Pruning via Unified Latent Space Topology
  13. NeurIPS 2026TRL-Bench: Standardizing Cross-Paradigm Representation-Level Evaluation of Tabular Encoders
  14. NeurIPS 2026What Does the Brain See? Multiview Neural Representation to Demystify the Brain-Visual Alignment
  15. CVPR 20253D-SLNR: A Super Lightweight Neural Representation for Large-scale 3D Mapping
  16. CVPR 2025Chain of Semantics Programming in 3D Gaussian Splatting Representation for 3D Vision Grounding
  17. CVPR 2025CLIP Under the Microscope: A Fine-Grained Analysis of Multi-Object Representation
  18. CVPR 2025CTRL-O: Language-Controllable Object-Centric Visual Representation Learning
  19. CVPR 2025FRAME: Floor-aligned Representation for Avatar Motion from Egocentric Video
  20. CVPR 2025HERA: Hybrid Explicit Representation for Ultra-Realistic Head Avatars
  21. CVPR 2025Heterogeneous Skeleton-Based Action Representation Learning
  22. CVPR 2025HiMoR: Monocular Deformable Gaussian Reconstruction with Hierarchical Motion Representation
  23. CVPR 2025Improve Representation for Imbalanced Regression through Geometric Constraints
  24. CVPR 2025Learning to Normalize on the SPD Manifold under Bures-Wasserstein Geometry
  25. CVPR 2025LiMoE: Mixture of LiDAR Representation Learners from Automotive Scenes
  26. CVPR 2025MetricGrids: Arbitrary Nonlinear Approximation with Elementary Metric Grids based Implicit Neural Representation
  27. CVPR 2025MoST: Efficient Monarch Sparse Tuning for 3D Representation Learning
  28. CVPR 2025NN-Former: Rethinking Graph Structure in Neural Architecture Representation
  29. CVPR 2025Omni-ID: Holistic Identity Representation Designed for Generative Tasks
  30. CVPR 2025Omni-Scene: Omni-Gaussian Representation for Ego-Centric Sparse-View Scene Reconstruction
  31. CVPR 2025PolarNeXt: Rethink Instance Segmentation with Polar Representation
  32. CVPR 2025SEAL: Semantic Attention Learning for Long Video Representation
  33. CVPR 2025Single Domain Generalization for Few-Shot Counting via Universal Representation Matching
  34. CVPR 2025Spectral State Space Model for Rotation-Invariant Visual Representation Learning
  35. CVPR 2025STAR-Edge: Structure-aware Local Spherical Curve Representation for Thin-walled Edge Extraction from Unstructured Point Clouds
  36. CVPR 2025STINR: Deciphering Spatial Transcriptomics via Implicit Neural Representation
  37. CVPR 2025Towards Lossless Implicit Neural Representation via Bit Plane Decomposition
  38. CVPR 2025Viewpoint Rosetta Stone: Unlocking Unpaired Ego-Exo Videos for View-invariant Representation Learning
  39. CVPR 2025VLMs-Guided Representation Distillation for Efficient Vision-Based Reinforcement Learning
  40. CVPR 2025When the Future Becomes the Past: Taming Temporal Correspondence for Self-supervised Video Representation Learning
  41. ICLR 2025AtomSurf: Surface Representation for Learning on Protein Structures
  42. ICLR 2025Bayesian Regularization of Latent Representation
  43. ICLR 2025Beyond Canonicalization: How Tensorial Messages Improve Equivariant Message Passing
  44. ICLR 2025Breaking the Reclustering Barrier in Centroid-based Deep Clustering
  45. ICLR 2025Can One Modality Model Synergize Training of Other Modality Models?
  46. ICLR 2025ConMix: Contrastive Mixup at Representation Level for Long-tailed Deep Clustering
  47. ICLR 2025CR2PQ: Continuous Relative Rotary Positional Query for Dense Visual Representation Learning
  48. ICLR 2025Discovering Group Structures via Unitary Representation Learning
  49. ICLR 2025Disentangled Representation Learning with the Gromov-Monge Gap
  50. ICLR 2025Do LLMs ``know'' internally when they follow instructions?

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用 paperlist 查深度学习 · representation learning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": "dl-representation-learning"}

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常见问题

2023–2026 年四大会议一共有多少篇深度学习 · representation learning论文？
共 802 篇，按年份分别是 2023 年 259 篇、2024 年 177 篇、2025 年 152 篇、2026 年 214 篇。
NeurIPS 2026 有多少篇深度学习 · representation learning论文？
NeurIPS 2026 有 59 篇深度学习 · representation learning论文，上一届是 54 篇。
ICLR 2026 有多少篇深度学习 · representation learning论文？
ICLR 2026 有 39 篇深度学习 · representation learning论文，上一届是 37 篇。
ICML 2026 有多少篇深度学习 · representation learning论文？
ICML 2026 有 74 篇深度学习 · representation learning论文，上一届是 35 篇。
CVPR 2026 有多少篇深度学习 · representation learning论文？
CVPR 2026 有 42 篇深度学习 · representation learning论文，上一届是 26 篇。
哪个会议的深度学习 · representation learning论文最多？
NeurIPS，2023–2026 年共 279 篇。

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