conftrace_

communication efficiency

297 papers

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Co-occurring keywords

federated learning (1333) distributed learning (563) distributed optimization (275) stochastic gradient descent (1091) model compression (3302) gradient compression (78) distributed training (188) stochastic optimization (1060) differential privacy (1016) decentralized learning (103)

Papers

Revisiting Ensembling in One-Shot Federated Learning NIPS 2024
JointSQ: Joint Sparsification-Quantization for Distributed Learning CVPR 2024
Communication Efficient Distributed Training with Distributed Lion NIPS 2024
Communication-Efficient Federated Learning with Accelerated Client Gradient CVPR 2024
LSH-MoE: Communication-efficient MoE Training via Locality-Sensitive Hashing NIPS 2024
Adaptive Compression in Federated Learning via Side Information AISTATS 2024
A Random Projection Approach to Personalized Federated Learning: Enhancing Communication Efficiency, Robustness, and Fairness JMLR 2024
B-ary Tree Push-Pull Method is Provably Efficient for Distributed Learning on Heterogeneous Data NIPS 2024
SLowcalSGD : Slow Query Points Improve Local-SGD for Stochastic Convex Optimization NIPS 2024
Communication-Efficient Federated Group Distributionally Robust Optimization NIPS 2024
Does Worst-Performing Agent Lead the Pack? Analyzing Agent Dynamics in Unified Distributed SGD NIPS 2024
Countering the Communication Bottleneck in Federated Learning: A Highly Efficient Zero-Order Optimization Technique JMLR 2024
Distributed Gaussian Mean Estimation under Communication Constraints: Optimal Rates and Communication-Efficient Algorithms JMLR 2024
Communication Efficient Distributed Newton Method over Unreliable Networks AAAI 2024
Implicit Regularization of Decentralized Gradient Descent for Sparse Regression NIPS 2024
Communication-Efficient Collaborative Perception via Information Filling with Codebook CVPR 2024
Revisiting Gradient Pruning: A Dual Realization for Defending against Gradient Attacks AAAI 2024
Efficient Training of Large-Scale Industrial Fault Diagnostic Models through Federated Opportunistic Block Dropout AAAI 2023
Faster Adaptive Federated Learning AAAI 2023
DSGD-CECA: Decentralized SGD with Communication-Optimal Exact Consensus Algorithm ICML 2023
A Unified Solution for Privacy and Communication Efficiency in Vertical Federated Learning NIPS 2023
Communication-Efficient Vertical Federated Learning with Limited Overlapping Samples ICCV 2023
FedLab: A Flexible Federated Learning Framework JMLR 2023
FedDM: Iterative Distribution Matching for Communication-Efficient Federated Learning CVPR 2023
DoCoFL: Downlink Compression for Cross-Device Federated Learning ICML 2023