"model aggregation" Papers

13 papers found

Decentralized Sporadic Federated Learning: A Unified Algorithmic Framework with Convergence Guarantees

Shahryar Zehtabi, Dong-Jun Han, Rohit Parasnis et al.

ICLR 2025arXiv:2402.03448
6
citations

FedQS: Optimizing Gradient and Model Aggregation for Semi-Asynchronous Federated Learning

Yunbo Li, Jiaping Gui, Zhihang Deng et al.

NEURIPS 2025arXiv:2510.07664

FedRAM: Federated Reweighting and Aggregation for Multi-Task Learning

Fan Wu, Xinyu Yan, Jiabei Liu et al.

NEURIPS 2025

Mind the Gap: Confidence Discrepancy Can Guide Federated Semi-Supervised Learning Across Pseudo-Mismatch

Yijie Liu, Xinyi Shang, Yiqun Zhang et al.

CVPR 2025arXiv:2503.13227

Minimal Variance Model Aggregation: A principled, non-intrusive, and versatile integration of black box models

Theo Bourdais, Houman Owhadi

ICLR 2025arXiv:2409.17267
2
citations

Router-R1: Teaching LLMs Multi-Round Routing and Aggregation via Reinforcement Learning

Haozhen Zhang, Tao Feng, Jiaxuan You

NEURIPS 2025arXiv:2506.09033
17
citations

Subsampled Ensemble Can Improve Generalization Tail Exponentially

Huajie Qian, Donghao Ying, Henry Lam et al.

NEURIPS 2025arXiv:2405.14741
1
citations

TRAIL: Trust-Aware Client Scheduling for Semi-Decentralized Federated Learning

Gangqiang Hu, Jianfeng Lu, Jianmin Han et al.

AAAI 2025paperarXiv:2412.11448

FedASMU: Efficient Asynchronous Federated Learning with Dynamic Staleness-Aware Model Update

Ji Liu, Juncheng Jia, Tianshi Che et al.

AAAI 2024paperarXiv:2312.05770
75
citations

Federated Learning with Extremely Noisy Clients via Negative Distillation

Yang Lu, Lin Chen, Yonggang Zhang et al.

AAAI 2024paperarXiv:2312.12703
21
citations

Resisting Backdoor Attacks in Federated Learning via Bidirectional Elections and Individual Perspective

Zhen Qin, Feiyi Chen, Chen Zhi et al.

AAAI 2024paperarXiv:2309.16456
18
citations

Rethinking the Flat Minima Searching in Federated Learning

Taehwan Lee, Sung Whan Yoon

ICML 2024

Towards Fair Graph Federated Learning via Incentive Mechanisms

12794 Chenglu Pan, Jiarong Xu, Yue Yu et al.

AAAI 2024paperarXiv:2312.13306
14
citations