循环记忆论文趋势 2023–2026

主要结论

• 循环记忆论文从 2023 年的 45 篇增长到 2026 年的 172 篇，三年间扩大到约 3.8 倍。
• NeurIPS 是发循环记忆论文最多的会议，2023–2026 年共 186 篇，占四个会议总量的 45%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 15 篇。
• 在「长上下文与记忆」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的检索记忆是 6.6 倍，循环记忆是 3.8 倍。

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

• NeurIPS 2026Approximate Memory Suffices for Universal Approximation with State Space Models
• ICML 2026An Algebraic View of the Expressivity of Recurrent Language Models
• ICLR 2026Exploring State-Space Models for Data-Specific Neural Representations
• CVPR 2026Coupling Liquid Time-Constant Encoders with Modern Hopfield Memory
• NeurIPS 2025Bridging Expressivity and Scalability with Adaptive Unitary SSMs
• ICML 2025Oracle-MoE: Locality-preserving Routing in the Oracle Space for Memory-constrained Large Language Model Inference
• ICLR 2025Autocorrelation Matters: Understanding the Role of Initialization Schemes for State Space Models
• CVPR 2025Breaking the Memory Barrier of Contrastive Loss via Tile-Based Strategy
• NeurIPS 2024Attractor Memory for Long-Term Time Series Forecasting: A Chaos Perspective
• ICML 2024Hidden Traveling Waves bind Working Memory Variables in Recurrent Neural Networks
• ICLR 2024A 2-Dimensional State Space Layer for Spatial Inductive Bias
• CVPR 2024GenFlow: Generalizable Recurrent Flow for 6D Pose Refinement of Novel Objects
• NeurIPS 2023Hypothesis Selection with Memory Constraints
• ICML 2023A Picture of the Space of Typical Learnable Tasks
• ICLR 2023Associative Memory Augmented Asynchronous Spatiotemporal Representation Learning for Event-based Perception
• CVPR 2023Bilateral Memory Consolidation for Continual Learning
• NeurIPS 2026Commutator Memory: Sparse, Path-Local Reading and Steering in Language Models
• ICML 2026Do Transformers Need Three Projections? Systematic Study of QKV Variants
• ICLR 2026On the Expressiveness of State Space Models via Temporal Logics
• CVPR 2026DREAM Document Recognition with Explicit Adaptive Memory

全部循环记忆论文

共 20 篇，第 1 / 1 页

1. CVPR 2025Breaking the Memory Barrier of Contrastive Loss via Tile-Based Strategy
2. CVPR 2025Continuous 3D Perception Model with Persistent State
3. CVPR 2025DefMamba: Deformable Visual State Space Model
4. CVPR 2025EfficientViM: Efficient Vision Mamba with Hidden State Mixer based State Space Duality
5. CVPR 2025Enhancing Online Continual Learning with Plug-and-Play State Space Model and Class-Conditional Mixture of Discretization
6. CVPR 2025Event-based Video Super-Resolution via State Space Models
7. CVPR 2025Exploiting Temporal State Space Sharing for Video Semantic Segmentation
8. CVPR 2025GG-SSMs: Graph-Generating State Space Models
9. CVPR 2025Latent Space Imaging
10. CVPR 2025Learning Phase Distortion with Selective State Space Models for Video Turbulence Mitigation
11. CVPR 2025M3amba: Memory Mamba is All You Need for Whole Slide Image Classification
12. CVPR 2025Making Old Film Great Again: Degradation-aware State Space Model for Old Film Restoration
13. CVPR 2025Mamba-Adaptor: State Space Model Adaptor for Visual Recognition
14. CVPR 2025MambaIRv2: Attentive State Space Restoration
15. CVPR 2025MEET: Towards Memory-Efficient Temporal Sparse Deep Neural Networks
16. CVPR 2025OccMamba: Semantic Occupancy Prediction with State Space Models
17. CVPR 2025Online Task-Free Continual Learning via Dynamic Expansionable Memory Distribution
18. CVPR 2025QMambaBSR: Burst Image Super-Resolution with Query State Space Model
19. CVPR 2025Simpler Diffusion: 1.5 FID on ImageNet512 with Pixel-space Diffusion
20. CVPR 2025Stochastic Human Motion Prediction with Memory of Action Transition and Action Characteristic

常见问题

2023–2026 年四大会议一共有多少篇循环记忆论文？

共 416 篇，按年份分别是 2023 年 45 篇、2024 年 82 篇、2025 年 117 篇、2026 年 172 篇。

NeurIPS 2026 有多少篇循环记忆论文？

NeurIPS 2026 有 73 篇循环记忆论文，上一届是 61 篇。

ICLR 2026 有多少篇循环记忆论文？

ICLR 2026 有 35 篇循环记忆论文，上一届是 20 篇。

ICML 2026 有多少篇循环记忆论文？

ICML 2026 有 43 篇循环记忆论文，上一届是 16 篇。

CVPR 2026 有多少篇循环记忆论文？

CVPR 2026 有 21 篇循环记忆论文，上一届是 20 篇。

哪个会议的循环记忆论文最多？

NeurIPS，2023–2026 年共 186 篇。