知识注入论文趋势 2023–2026
知识图谱注入
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 131 篇被归入该主题的论文。
主要结论
- 知识注入论文从 2023 年的 34 篇降到 2026 年的 26 篇，热度在回落。
- CVPR 是发知识注入论文最多的会议，2023–2026 年共 38 篇，占四个会议总量的 29%。
- 交叉方向里涨得最快的是知识图谱：同时属于两个主题的论文从 2023 年的 30 篇增至 2026 年的 15 篇。
- 在「神经符号」的 5 个主题里，它的 2026 年论文数排第 5；同组增长最快的数学推理是 10 倍，知识注入是 0.8 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 4 | 10 | 6 | 14 | 34 |
| 2024 | 10 | 6 | 12 | 11 | 39 |
| 2025 | 12 | 9 | 6 | 5 | 32 |
| 2026 | 9 | 5 | 4 | 8 | 26 |
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 2026DiDE: Direct Injection with Color-Texture DEcoupling for 3D Stylization
- ICML 2026SPA: A Simple but Tough-to-Beat Baseline for Knowledge Injection
- ICLR 2026NDAD: Negative-Direction Aware Decoding for Large Language Models via Controllable Hallucination Signal Injection
- CVPR 2026Distilling Balanced Knowledge from a Biased Teacher
- NeurIPS 2025From Style to Facts: Mapping the Boundaries of Knowledge Injection with Finetuning
- ICML 2025TINED: GNNs-to-MLPs by Teacher Injection and Dirichlet Energy Distillation
- ICLR 2025How new data permeates LLM knowledge and how to dilute it
- CVPR 2025DKC: Differentiated Knowledge Consolidation for Cloth-Hybrid Lifelong Person Re-identification
- NeurIPS 2024FEDMEKI: A Benchmark for Scaling Medical Foundation Models via Federated Knowledge Injection
- ICML 2024Enhancing Class-Imbalanced Learning with Pre-Trained Guidance through Class-Conditional Knowledge Distillation
- ICLR 2024DistillSpec: Improving Speculative Decoding via Knowledge Distillation
- CVPR 2024Aligning Logits Generatively for Principled Black-Box Knowledge Distillation
- NeurIPS 2023Improving the Knowledge Gradient Algorithm
- ICML 2023Large Language Models Struggle to Learn Long-Tail Knowledge
- ICLR 2023Noise Injection Node Regularization for Robust Learning
- CVPR 2023AttriCLIP: A Non-Incremental Learner for Incremental Knowledge Learning
- NeurIPS 2026Shared Truth: Emergent Truth Properties in Large Language Models via Heterogeneous Injection-based Transfer
- ICML 2026RedVisor: Reasoning-Aware Prompt Injection Defense via Zero-Copy KV Cache Reuse
- ICLR 2026Knowledge Distillation as Decontamination? Revisiting the “Data Laundering” Concern
- CVPR 2026Dynamic Magic Unleashing Restricted Knowledge for Lifelong Person Re-Identification
全部知识注入论文
共 6 篇，第 1 / 1 页
- ICML 2025ABKD: Pursuing a Proper Allocation of the Probability Mass in Knowledge Distillation via $\alpha$-$\beta$-Divergence
- ICML 2025AnyEdit: Edit Any Knowledge Encoded in Language Models
- ICML 2025Distilling the Knowledge in Data Pruning
- ICML 2025Speculate, then Collaborate: Fusing Knowledge of Language Models during Decoding
- ICML 2025TINED: GNNs-to-MLPs by Teacher Injection and Dirichlet Energy Distillation
- ICML 2025When Data-Free Knowledge Distillation Meets Non-Transferable Teacher: Escaping Out-of-Distribution Trap is All You Need
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 查知识注入在 CVPR 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": "knowledge-injection"}
常见问题
- 2023–2026 年四大会议一共有多少篇知识注入论文？
- 共 131 篇，按年份分别是 2023 年 34 篇、2024 年 39 篇、2025 年 32 篇、2026 年 26 篇。
- NeurIPS 2026 有多少篇知识注入论文？
- NeurIPS 2026 有 9 篇知识注入论文，上一届是 12 篇。
- ICLR 2026 有多少篇知识注入论文？
- ICLR 2026 有 5 篇知识注入论文，上一届是 9 篇。
- ICML 2026 有多少篇知识注入论文？
- ICML 2026 有 4 篇知识注入论文，上一届是 6 篇。
- CVPR 2026 有多少篇知识注入论文？
- CVPR 2026 有 8 篇知识注入论文，上一届是 5 篇。
- 哪个会议的知识注入论文最多？
- CVPR，2023–2026 年共 38 篇。