检索记忆论文趋势 2023–2026

主要结论

• 检索记忆论文从 2023 年的 23 篇增长到 2026 年的 151 篇，三年间扩大到约 6.6 倍。
• NeurIPS 是发检索记忆论文最多的会议，2023–2026 年共 120 篇，占四个会议总量的 41%。
• 交叉方向里涨得最快的是AI 智能体：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 25 篇。
• 在「长上下文与记忆」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的长上下文是 5.2 倍，检索记忆是 6.6 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 2026ADMIT: Support-Gated Memory-Write Admission for Document QA Agents
• ICML 2026Attention with Routed-Memory for Learnable Sparse Control
• ICLR 2026AssoMem: Scalable Memory QA with Multi-Signal Associative Retrieval
• CVPR 2026DREAM Document Recognition with Explicit Adaptive Memory
• NeurIPS 2025EfficientNav: Towards On-Device Object-Goal Navigation with Navigation Map Caching and Retrieval
• ICML 2025In-Context Denoising with One-Layer Transformers: Connections between Attention and Associative Memory Retrieval
• ICLR 2025BitStack: Any-Size Compression of Large Language Models in Variable Memory Environments
• CVPR 2025MAD: Memory-Augmented Detection of 3D Objects
• NeurIPS 2024A Gradient Accumulation Method for Dense Retriever under Memory Constraint
• ICML 2024Think Before You Act: Decision Transformers with Working Memory
• ICLR 2024STanHop: Sparse Tandem Hopfield Model for Memory-Enhanced Time Series Prediction
• CVPR 2024Do You Remember? Dense Video Captioning with Cross-Modal Memory Retrieval
• NeurIPS 2023Augmented Memory Replay-based Continual Learning Approaches for Network Intrusion Detection
• ICML 2023Memory-Based Meta-Learning on Non-Stationary Distributions
• ICLR 2023Associative Memory Augmented Asynchronous Spatiotemporal Representation Learning for Event-based Perception
• CVPR 2023Memory-Friendly Scalable Super-Resolution via Rewinding Lottery Ticket Hypothesis
• NeurIPS 2026Automated Reformulation of Robust Optimization via Memory-Augmented Large Language Models
• ICML 2026Dense associative memory for Gaussian distributions
• ICLR 2026FreeKV: Boosting KV Cache Retrieval for Efficient LLM Inference
• CVPR 2026Interactive Tracking A Human-in-the-Loop Paradigm with Memory-Augmented Adaptation

全部检索记忆论文

共 18 篇，第 1 / 1 页

1. CVPR 2026Affordance Field Intervention Enabling VLAs to Escape Memory Traps in
2. CVPR 2026Attention-aware Inference Optimizations for Large Vision-Language Models with Memory-efficient Decoding
3. CVPR 2026Coupling Liquid Time-Constant Encoders with Modern Hopfield Memory
4. CVPR 2026DREAM Document Recognition with Explicit Adaptive Memory
5. CVPR 2026Follow the Saliency Supervised Saliency for Retrieval-augmented Dense Video Captioning
6. CVPR 2026Forging a Dynamic Memory Retrieval-Guided Continual Learning for Generalist Medical
7. CVPR 2026Global Prior Meets Local Consistency Dual-Memory Augmented Vision-Language-Action Model for
8. CVPR 2026Interactive Tracking A Human-in-the-Loop Paradigm with Memory-Augmented Adaptation
9. CVPR 2026M4-SAM Multi-Modal Mixture-of-Experts with Memory-Augmented SAM for RGB-D Video Salient
10. CVPR 2026OASIS On-Demand Hierarchical Event Memory for Streaming Video Reasoning
11. CVPR 2026Predict Before You Explore Predictive Planning with Specialized Memory for
12. CVPR 2026RAG-TP A General Framework for Vehicle Trajectory Prediction via Retrieval-Augmented
13. CVPR 2026RAGTrack Language-aware RGBT Tracking with Retrieval-Augmented Generation
14. CVPR 2026RAID Retrieval-Augmented Anomaly Detection
15. CVPR 2026Spatial Retrieval Augmented Autonomous Driving
16. CVPR 2026ViLoMem Agentic Learner with Grow-and-Refine Multimodal Semantic Memory
17. CVPR 2026WeaveTime Streaming from Earlier Frames into Emergent Memory in VideoLLMs
18. CVPR 2026WorldMM Dynamic Multimodal Memory Agent for Long Video Reasoning

常见问题

2023–2026 年四大会议一共有多少篇检索记忆论文？

共 290 篇，按年份分别是 2023 年 23 篇、2024 年 44 篇、2025 年 72 篇、2026 年 151 篇。

NeurIPS 2026 有多少篇检索记忆论文？

NeurIPS 2026 有 64 篇检索记忆论文，上一届是 34 篇。

ICLR 2026 有多少篇检索记忆论文？

ICLR 2026 有 31 篇检索记忆论文，上一届是 19 篇。

ICML 2026 有多少篇检索记忆论文？

ICML 2026 有 38 篇检索记忆论文，上一届是 14 篇。

CVPR 2026 有多少篇检索记忆论文？

CVPR 2026 有 18 篇检索记忆论文，上一届是 5 篇。

哪个会议的检索记忆论文最多？

NeurIPS，2023–2026 年共 120 篇。