conftrace_

non-i.i.d. datum

12 papers

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Co-occurring keywords

federated learning (1333) personalized federated learning (50) model personalization (44) non-iid datum (109) model convergence (39) convergence analysis (395) model compression (3302) multi-timescale gradient correction (1) model drift (8) communication overhead (21)

Papers

Detecting and Measuring Confounding Using Causal Mechanism Shifts NIPS 2024
Feature Norm Regularized Federated Learning: Utilizing Data Disparities for Model Performance Gains IJCAI 2024
Hierarchical Federated Learning with Multi-Timescale Gradient Correction NIPS 2024
Achieving Linear Speedup in Non-IID Federated Bilevel Learning ICML 2023
Towards Instance-adaptive Inference for Federated Learning ICCV 2023
Efficient and Light-Weight Federated Learning via Asynchronous Distributed Dropout AISTATS 2023
Federated Dynamic Sparse Training: Computing Less, Communicating Less, Yet Learning Better AAAI 2022
Federated Learning with Label Distribution Skew via Logits Calibration ICML 2022
Personalized Federated Learning via Variational Bayesian Inference ICML 2022
Fast Federated Learning in the Presence of Arbitrary Device Unavailability NIPS 2021
Exploiting Shared Representations for Personalized Federated Learning ICML 2021
Regularized Mutual Learning for Personalized Federated Learning ACML 2021