Secure Aggregation papers, 2023–2026

Key findings

• Secure Aggregation went from 14 papers in 2023 to 25 in 2026, roughly 1.8x in three years.
• NeurIPS publishes the most Secure Aggregation work: 27 papers from 2023 to 2026, 35% of the four-venue total.
• The fastest-growing overlap is with Simulation for Driving: papers tagged with both rose from 3 in 2023 to 5 in 2026.
• Among the 5 topics under Federated and Privacy, it ranks #5 by 2026 paper count; the fastest grower in the group, Privacy Attacks, is up 1.8x versus 1.8x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All Secure Aggregation papers

19 papers, page 1 of 1

1. CVPR 2026A2GC Asymmetric Aggregation with Geometric Constraints for Locally Aggregated Descriptors
2. CVPR 2026Better than Average Spatially-Aware Aggregation of Segmentation Uncertainty Improves Downstream
3. CVPR 2026Factorized Context Aggregation for Robust Cancer Risk Estimation via Soft
4. CVPR 2026IMS3 Breaking Distributional Aggregation in Diffusion-Based Dataset Distillation
5. CVPR 2026Spike-driven Discrete Aggregation for Event-based Object Detection
6. CVPR 2025CryptoFace: End-to-End Encrypted Face Recognition
7. CVPR 2025DeepLA-Net: Very Deep Local Aggregation Networks for Point Cloud Analysis
8. CVPR 2025FedCALM: Conflict-aware Layer-wise Mitigation for Selective Aggregation in Deeper Personalized Federated Learning
9. CVPR 2025pFedMxF: Personalized Federated Class-Incremental Learning with Mixture of Frequency Aggregation
10. CVPR 2024An Aggregation-Free Federated Learning for Tackling Data Heterogeneity
11. CVPR 2024CPGA: Coding Priors-Guided Aggregation Network for Compressed Video Quality Enhancement
12. CVPR 2024Entangled View-Epipolar Information Aggregation for Generalizable Neural Radiance Fields
13. CVPR 2024GoMVS: Geometrically Consistent Cost Aggregation for Multi-View Stereo
14. CVPR 2024Object Pose Estimation via the Aggregation of Diffusion Features
15. CVPR 2024Optimal Transport Aggregation for Visual Place Recognition
16. CVPR 2024TASeg: Temporal Aggregation Network for LiDAR Semantic Segmentation
17. CVPR 2023Omni Aggregation Networks for Lightweight Image Super-Resolution
18. CVPR 2023SliceMatch: Geometry-Guided Aggregation for Cross-View Pose Estimation
19. CVPR 2023Structure Aggregation for Cross-Spectral Stereo Image Guided Denoising

FAQ

How many Secure Aggregation papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

78 in total: 14 in 2023, 20 in 2024, 19 in 2025, 25 in 2026.

How many Secure Aggregation papers are at NeurIPS 2026?

NeurIPS 2026 has 8 Secure Aggregation papers, versus 11 the year before.

How many Secure Aggregation papers are at ICLR 2026?

ICLR 2026 has 7 Secure Aggregation papers, versus 1 the year before.

How many Secure Aggregation papers are at ICML 2026?

ICML 2026 has 5 Secure Aggregation papers, versus 3 the year before.

How many Secure Aggregation papers are at CVPR 2026?

CVPR 2026 has 5 Secure Aggregation papers, versus 4 the year before.

Which conference publishes the most Secure Aggregation papers?

NeurIPS, with 27 papers from 2023 to 2026.