持续学习论文趋势 2023–2026

灾难性遗忘

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 381 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

持续学习论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
20232713162177
20242314141869
202532232920104
202639284222131

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

全部持续学习论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 81 篇，第 1 / 2 页

  1. CVPR 2026A Faster Path to Continual Learning
  2. CVPR 2026AdaPrior Bayesian-Inspired Adaptive Prior Correction for Long-Tailed Continual Learning
  3. CVPR 2026Affordance-First Decomposition for Continual Learning in Video-Language Understanding
  4. CVPR 2026CGL Advancing Continual GUI Learning via Reinforcement Fine-Tuning
  5. CVPR 2026CHEEM Continual Learning by Reuse New Adapt and Skip -
  6. CVPR 2026Continual Distillation of Teachers from Different Domains
  7. CVPR 2026Continual Learning for fMRI-Based Brain Disorder Diagnosis via Functional Connectivity
  8. CVPR 2026Critical Patch-Aware Sparse Prompting with Decoupled Training for Continual Learning
  9. CVPR 2026Elastic Weight Consolidation Done Right for Continual Learning
  10. CVPR 2026Exemplar-Free Continual Learning for State Space Models
  11. CVPR 2026Is Parameter Isolation Better for Prompt-Based Continual Learning
  12. CVPR 2026Multimodal Continual Instruction Tuning with Dynamic Gradient Guidance
  13. CVPR 2026Octopus History-Free Gradient Orthogonalization for Continual Learning in Multimodal Large
  14. CVPR 2026Parameter-efficient Continual Learning for Enhancing Plasticity without Forgetting under Limited
  15. CVPR 2026phi-DPO Fairness Direct Preference Optimization Approach to Continual Learning in
  16. CVPR 2026Re-evaluating Continual VQA Toward Fair and Robust Evaluation for Multimodal
  17. CVPR 2026Resolving the Stability-Plasticity Dilemma in Reinforcement Learning via Complementary Continual
  18. CVPR 2026Robustness Under Data Scarcity Few-Shot Continual Adversarial Training for Evolving
  19. CVPR 2026Spectral Mixture-of-Experts for Continual Learning
  20. CVPR 2026Subspace Alignment for CLIP-based Continual Learning via Canonical Correlation Analysis
  21. CVPR 2026Towards Dynamic Modality Alignment in Multimodal Continual Learning
  22. CVPR 2026Towards Stable Federated Continual Test-Time Adaptation in Wild World
  23. CVPR 2025AdaptCMVC: Robust Adaption to Incremental Views in Continual Multi-view Clustering
  24. CVPR 2025Advancing Multiple Instance Learning with Continual Learning for Whole Slide Imaging
  25. CVPR 2025Beyond Background Shift: Rethinking Instance Replay in Continual Semantic Segmentation
  26. CVPR 2025BiLoRA: Almost-Orthogonal Parameter Spaces for Continual Learning
  27. CVPR 2025CL-MoE: Enhancing Multimodal Large Language Model with Dual Momentum Mixture-of-Experts for Continual Visual Question Answering
  28. CVPR 2025ConceptGuard: Continual Personalized Text-to-Image Generation with Forgetting and Confusion Mitigation
  29. CVPR 2025Continual SFT Matches Multimodal RLHF with Negative Supervision
  30. CVPR 2025Do Your Best and Get Enough Rest for Continual Learning
  31. CVPR 2025FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding
  32. CVPR 2025Handling Spatial-Temporal Data Heterogeneity for Federated Continual Learning via Tail Anchor
  33. CVPR 2025KAC: Kolmogorov-Arnold Classifier for Continual Learning
  34. CVPR 2025Language Guided Concept Bottleneck Models for Interpretable Continual Learning
  35. CVPR 2025LoRA Subtraction for Drift-Resistant Space in Exemplar-Free Continual Learning
  36. CVPR 2025One-for-More: Continual Diffusion Model for Anomaly Detection
  37. CVPR 2025Online Task-Free Continual Learning via Dynamic Expansionable Memory Distribution
  38. CVPR 2025ProtoDepth: Unsupervised Continual Depth Completion with Prototypes
  39. CVPR 2025Rethinking Query-based Transformer for Continual Image Segmentation
  40. CVPR 2025Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning
  41. CVPR 2025Synthetic Data is an Elegant GIFT for Continual Vision-Language Models
  42. CVPR 2025Towards Continual Universal Segmentation
  43. CVPR 2024BrainWash: A Poisoning Attack to Forget in Continual Learning
  44. CVPR 2024Consistent Prompting for Rehearsal-Free Continual Learning
  45. CVPR 2024Continual Forgetting for Pre-trained Vision Models
  46. CVPR 2024Continual Learning for Motion Prediction Model via Meta-Representation Learning and Optimal Memory Buffer Retention Strategy
  47. CVPR 2024Continual Segmentation with Disentangled Objectness Learning and Class Recognition
  48. CVPR 2024Continual Self-supervised Learning: Towards Universal Multi-modal Medical Data Representation Learning
  49. CVPR 2024Convolutional Prompting meets Language Models for Continual Learning
  50. CVPR 2024Defense without Forgetting: Continual Adversarial Defense with Anisotropic & Isotropic Pseudo Replay

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 查持续学习在 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": "continual-learning"}

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持续学习论文？
共 381 篇，按年份分别是 2023 年 77 篇、2024 年 69 篇、2025 年 104 篇、2026 年 131 篇。
NeurIPS 2026 有多少篇持续学习论文？
NeurIPS 2026 有 39 篇持续学习论文，上一届是 32 篇。
ICLR 2026 有多少篇持续学习论文？
ICLR 2026 有 28 篇持续学习论文，上一届是 23 篇。
ICML 2026 有多少篇持续学习论文？
ICML 2026 有 42 篇持续学习论文，上一届是 29 篇。
CVPR 2026 有多少篇持续学习论文？
CVPR 2026 有 22 篇持续学习论文，上一届是 20 篇。
哪个会议的持续学习论文最多？
NeurIPS，2023–2026 年共 121 篇。

「元学习与迁移」下的其他主题