安全聚合论文趋势 2023–2026
加密聚合
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 78 篇被归入该主题的论文。
主要结论
- 安全聚合论文从 2023 年的 14 篇增长到 2026 年的 25 篇，三年间扩大到约 1.8 倍。
- NeurIPS 是发安全聚合论文最多的会议，2023–2026 年共 27 篇，占四个会议总量的 35%。
- 交叉方向里涨得最快的是驾驶仿真：同时属于两个主题的论文从 2023 年的 3 篇增至 2026 年的 5 篇。
- 在「联邦与隐私」的 5 个主题里，它的 2026 年论文数排第 5；同组增长最快的隐私攻击是 1.8 倍，安全聚合是 1.8 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 2 | 4 | 5 | 3 | 14 |
| 2024 | 6 | 0 | 7 | 7 | 20 |
| 2025 | 11 | 1 | 3 | 4 | 19 |
| 2026 | 8 | 7 | 5 | 5 | 25 |
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 2026Can Model Merging Improve Aggregation in DiLoCo?
- ICML 2026BESplit: Bias-Compensated Split Federated Learning with Evidential Aggregation
- ICLR 2026Beyond Aggregation: Guiding Clients in Heterogeneous Federated Learning
- CVPR 2026A2GC Asymmetric Aggregation with Geometric Constraints for Locally Aggregated Descriptors
- NeurIPS 2025Revolutionizing Graph Aggregation: From Suppression to Amplification via BoostGCN
- ICML 2025Janus: Dual-Server Multi-Round Secure Aggregation with Verifiability for Federated Learning
- ICLR 2025Divergence-Regularized Discounted Aggregation: Equilibrium Finding in Multiplayer Partially Observable Stochastic Games
- CVPR 2025FedCALM: Conflict-aware Layer-wise Mitigation for Selective Aggregation in Deeper Personalized Federated Learning
- NeurIPS 2024RFLPA: A Robust Federated Learning Framework against Poisoning Attacks with Secure Aggregation
- ICML 2024Converting Transformers to Polynomial Form for Secure Inference Over Homomorphic Encryption
- CVPR 2024GoMVS: Geometrically Consistent Cost Aggregation for Multi-View Stereo
- NeurIPS 2023Secure Out-of-Distribution Task Generalization with Energy-Based Models
- ICML 2023Secure Federated Correlation Test and Entropy Estimation
- ICLR 2023Cycle to Clique (Cy2C) Graph Neural Network: A Sight to See beyond Neighborhood Aggregation
- CVPR 2023SliceMatch: Geometry-Guided Aggregation for Cross-View Pose Estimation
- NeurIPS 2026High-Dimensional Conditional Independence Testing via Random Projection Aggregation
- ICML 2026Let the Prototype Guide You: Robust Aggregation of Sparse Multi-Class Annotations via Annotator Prototype Learning
- ICLR 2026Decision Aggregation under Quantal Response
- CVPR 2026Factorized Context Aggregation for Robust Cancer Risk Estimation via Soft
- NeurIPS 2025Sound Logical Explanations for Mean Aggregation Graph Neural Networks
全部安全聚合论文
共 8 篇，第 1 / 1 页
- NeurIPS 2026Align Before Aggregation: Basis-Consistent Federated LoRA under Heterogeneous Ranks
- NeurIPS 2026Can Model Merging Improve Aggregation in DiLoCo?
- NeurIPS 2026Caterpillar GNN: Replacing Message Passing with Graph-Level Aggregation
- NeurIPS 2026Decentralized Aggregation of LLM Predictions via Wagering Mechanisms
- NeurIPS 2026Federated Learning by Utility-Constrained Stochastic Aggregation for Improving Rational Participation
- NeurIPS 2026High-Dimensional Conditional Independence Testing via Random Projection Aggregation
- NeurIPS 2026Joint Consistency: A Unified Test-Time Aggregation Framework via Energy Minimization
- NeurIPS 2026Robust Satisficing Ensemble: Scalable Model Aggregation Under Distribution Shifts
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 查安全聚合在 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": "secure-aggregation"}
常见问题
- 2023–2026 年四大会议一共有多少篇安全聚合论文？
- 共 78 篇，按年份分别是 2023 年 14 篇、2024 年 20 篇、2025 年 19 篇、2026 年 25 篇。
- NeurIPS 2026 有多少篇安全聚合论文？
- NeurIPS 2026 有 8 篇安全聚合论文，上一届是 11 篇。
- ICLR 2026 有多少篇安全聚合论文？
- ICLR 2026 有 7 篇安全聚合论文，上一届是 1 篇。
- ICML 2026 有多少篇安全聚合论文？
- ICML 2026 有 5 篇安全聚合论文，上一届是 3 篇。
- CVPR 2026 有多少篇安全聚合论文？
- CVPR 2026 有 5 篇安全聚合论文，上一届是 4 篇。
- 哪个会议的安全聚合论文最多？
- NeurIPS，2023–2026 年共 27 篇。