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

78 papers, page 2 of 2

51. CVPR 2024TASeg: Temporal Aggregation Network for LiDAR Semantic Segmentation
52. ICML 2024Converting Transformers to Polynomial Form for Secure Inference Over Homomorphic Encryption
53. ICML 2024Ditto: Quantization-aware Secure Inference of Transformers upon MPC
54. ICML 2024Provably Better Explanations with Optimized Aggregation of Feature Attributions
55. ICML 2024Resisting Stochastic Risks in Diffusion Planners with the Trajectory Aggregation Tree
56. ICML 2024Revisiting Context Aggregation for Image Matting
57. ICML 2024Self-Driven Entropy Aggregation for Byzantine-Robust Heterogeneous Federated Learning
58. ICML 2024Structure-Aware E(3)-Invariant Molecular Conformer Aggregation Networks
59. NeurIPS 2024DN-4DGS: Denoised Deformable Network with Temporal-Spatial Aggregation for Dynamic Scene Rendering
60. NeurIPS 2024Dual Defense: Enhancing Privacy and Mitigating Poisoning Attacks in Federated Learning
61. NeurIPS 2024Federated Behavioural Planes: Explaining the Evolution of Client Behaviour in Federated Learning
62. NeurIPS 2024pFedClub: Controllable Heterogeneous Model Aggregation for Personalized Federated Learning
63. NeurIPS 2024RFLPA: A Robust Federated Learning Framework against Poisoning Attacks with Secure Aggregation
64. NeurIPS 2024Sequential Signal Mixing Aggregation for Message Passing Graph Neural Networks
65. CVPR 2023Omni Aggregation Networks for Lightweight Image Super-Resolution
66. CVPR 2023SliceMatch: Geometry-Guided Aggregation for Cross-View Pose Estimation
67. CVPR 2023Structure Aggregation for Cross-Spectral Stereo Image Guided Denoising
68. ICLR 2023Cycle to Clique (Cy2C) Graph Neural Network: A Sight to See beyond Neighborhood Aggregation
69. ICLR 2023Machine Unlearning of Federated Clusters
70. ICLR 2023Perfectly Secure Steganography Using Minimum Entropy Coupling
71. ICLR 2023Statistical Guarantees for Consensus Clustering
72. ICML 2023Flexible Model Aggregation for Quantile Regression
73. ICML 2023PINA: Leveraging Side Information in eXtreme Multi-label Classification via Predicted Instance Neighborhood Aggregation
74. ICML 2023Secure Federated Correlation Test and Entropy Estimation
75. ICML 2023SegCLIP: Patch Aggregation with Learnable Centers for Open-Vocabulary Semantic Segmentation
76. ICML 2023SRATTA: Sample Re-ATTribution Attack of Secure Aggregation in Federated Learning.
77. NeurIPS 2023Flow-Attention-based Spatio-Temporal Aggregation Network for 3D Mask Detection
78. 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.