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

27 papers, page 1 of 1

1. NeurIPS 2026Align Before Aggregation: Basis-Consistent Federated LoRA under Heterogeneous Ranks
2. NeurIPS 2026Can Model Merging Improve Aggregation in DiLoCo?
3. NeurIPS 2026Caterpillar GNN: Replacing Message Passing with Graph-Level Aggregation
4. NeurIPS 2026Decentralized Aggregation of LLM Predictions via Wagering Mechanisms
5. NeurIPS 2026Federated Learning by Utility-Constrained Stochastic Aggregation for Improving Rational Participation
6. NeurIPS 2026High-Dimensional Conditional Independence Testing via Random Projection Aggregation
7. NeurIPS 2026Joint Consistency: A Unified Test-Time Aggregation Framework via Energy Minimization
8. NeurIPS 2026Robust Satisficing Ensemble: Scalable Model Aggregation Under Distribution Shifts
9. NeurIPS 2025ARIA: Training Language Agents with Intention-driven Reward Aggregation
10. NeurIPS 2025Class conditional conformal prediction for multiple inputs by p-value aggregation
11. NeurIPS 2025Conformal Prediction for Ensembles: Improving Efficiency via Score-Based Aggregation
12. NeurIPS 2025Future Link Prediction Without Memory or Aggregation
13. NeurIPS 2025Hierarchical Information Aggregation for Incomplete Multimodal Alzheimer's Disease Diagnosis
14. NeurIPS 2025Layer-wise Update Aggregation with Recycling for Communication-Efficient Federated Learning
15. NeurIPS 2025OmniFC: Rethinking Federated Clustering via Lossless and Secure Distance Reconstruction
16. NeurIPS 2025Personalized Bayesian Federated Learning with Wasserstein Barycenter Aggregation
17. NeurIPS 2025PREAMBLE: Private and Efficient Aggregation via Block Sparse Vectors
18. NeurIPS 2025Revolutionizing Graph Aggregation: From Suppression to Amplification via BoostGCN
19. NeurIPS 2025Sound Logical Explanations for Mean Aggregation Graph Neural Networks
20. NeurIPS 2024DN-4DGS: Denoised Deformable Network with Temporal-Spatial Aggregation for Dynamic Scene Rendering
21. NeurIPS 2024Dual Defense: Enhancing Privacy and Mitigating Poisoning Attacks in Federated Learning
22. NeurIPS 2024Federated Behavioural Planes: Explaining the Evolution of Client Behaviour in Federated Learning
23. NeurIPS 2024pFedClub: Controllable Heterogeneous Model Aggregation for Personalized Federated Learning
24. NeurIPS 2024RFLPA: A Robust Federated Learning Framework against Poisoning Attacks with Secure Aggregation
25. NeurIPS 2024Sequential Signal Mixing Aggregation for Message Passing Graph Neural Networks
26. NeurIPS 2023Flow-Attention-based Spatio-Temporal Aggregation Network for 3D Mask Detection
27. NeurIPS 2023Secure Out-of-Distribution Task Generalization with Energy-Based Models

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.