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 62 篇，第 1 / 2 页

1. CVPR 2026Active Perceptual Inference A Corticothalamic-Inspired Dynamic Nested Recurrent Network for
2. CVPR 2026AstraNav-Memory Contexts Compression for Long Memory
3. CVPR 2026Captain Safari A World Engine with Pose-Aligned 3D Memory
4. CVPR 2026Coupling Liquid Time-Constant Encoders with Modern Hopfield Memory
5. CVPR 2026DREAM Document Recognition with Explicit Adaptive Memory
6. CVPR 2026Exemplar-Free Continual Learning for State Space Models
7. CVPR 2026Gated KalmaNet A Fading Memory Layer through Test-time Ridge Regression
8. CVPR 2026Interactive Episodic Memory with User Feedback
9. CVPR 2026IntrinsicWeather Controllable Weather Editing in Intrinsic Space
10. CVPR 2026MARCO Navigating the Unseen Space of Semantic Correspondence
11. CVPR 2026Momentum Memory for Knowledge Distillation in Computational Pathology
12. CVPR 2026MORE-STEM Long-Short MemOry REcall and Spatio-TEmporal Consistency Model for Query-Driven
13. CVPR 2026Node-RF Learning Generalized Continuous Space-Time Scene Dynamics with Neural ODE-based
14. CVPR 2026Prospective Dynamic 3D MRI Reconstruction via Latent-Space Motion Tracking from
15. CVPR 2026Reconstructing Spiking Neural Networks Using a Single Neuron with Autapses
16. CVPR 2026Recurrent Video Masked Autoencoders
17. CVPR 2026ReHyAt Recurrent Hybrid Attention for Video Diffusion Transformers
18. CVPR 2026Scale Space Diffusion
19. CVPR 2026Spatial-SAM Spatially Consistent 3D Electron Microscopy Segmentation with SDF Memory
20. CVPR 2026Spk2VidNet A Hierarchical Recurrent Architecture for High-Fidelity Video Reconstruction from
21. CVPR 2026VisMem Latent Vision Memory Unlocks Potential of Vision-Language Models
22. CVPR 2025Breaking the Memory Barrier of Contrastive Loss via Tile-Based Strategy
23. CVPR 2025Continuous 3D Perception Model with Persistent State
24. CVPR 2025DefMamba: Deformable Visual State Space Model
25. CVPR 2025EfficientViM: Efficient Vision Mamba with Hidden State Mixer based State Space Duality
26. CVPR 2025Enhancing Online Continual Learning with Plug-and-Play State Space Model and Class-Conditional Mixture of Discretization
27. CVPR 2025Event-based Video Super-Resolution via State Space Models
28. CVPR 2025Exploiting Temporal State Space Sharing for Video Semantic Segmentation
29. CVPR 2025GG-SSMs: Graph-Generating State Space Models
30. CVPR 2025Latent Space Imaging
31. CVPR 2025Learning Phase Distortion with Selective State Space Models for Video Turbulence Mitigation
32. CVPR 2025M3amba: Memory Mamba is All You Need for Whole Slide Image Classification
33. CVPR 2025Making Old Film Great Again: Degradation-aware State Space Model for Old Film Restoration
34. CVPR 2025Mamba-Adaptor: State Space Model Adaptor for Visual Recognition
35. CVPR 2025MambaIRv2: Attentive State Space Restoration
36. CVPR 2025MEET: Towards Memory-Efficient Temporal Sparse Deep Neural Networks
37. CVPR 2025OccMamba: Semantic Occupancy Prediction with State Space Models
38. CVPR 2025Online Task-Free Continual Learning via Dynamic Expansionable Memory Distribution
39. CVPR 2025QMambaBSR: Burst Image Super-Resolution with Query State Space Model
40. CVPR 2025Simpler Diffusion: 1.5 FID on ImageNet512 with Pixel-space Diffusion
41. CVPR 2025Stochastic Human Motion Prediction with Memory of Action Transition and Action Characteristic
42. CVPR 2024FedMef: Towards Memory-efficient Federated Dynamic Pruning
43. CVPR 2024GenFlow: Generalizable Recurrent Flow for 6D Pose Refinement of Novel Objects
44. CVPR 2024HumMUSS: Human Motion Understanding using State Space Models
45. CVPR 2024LangSplat: 3D Language Gaussian Splatting
46. CVPR 2024Memory-Scalable and Simplified Functional Map Learning
47. CVPR 2024Rethinking Generalizable Face Anti-spoofing via Hierarchical Prototype-guided Distribution Refinement in Hyperbolic Space
48. CVPR 2024RTracker: Recoverable Tracking via PN Tree Structured Memory
49. CVPR 2024SpatialTracker: Tracking Any 2D Pixels in 3D Space
50. CVPR 2024State Space Models for Event Cameras

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。