conftrace_

personalized model

89 papers

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Co-occurring keywords

federated learning (1333) personalized federated learning (50) client heterogeneity (44) non-iid datum (109) model aggregation (156) communication efficiency (297) knowledge distillation (3725) decentralized learning (103) personalized learning (60) privacy preservation (380)

Papers

Federated Modality-Specific Encoders and Multimodal Anchors for Personalized Brain Tumor Segmentation AAAI 2024
Dirichlet-based Uncertainty Quantification for Personalized Federated Learning with Improved Posterior Networks IJCAI 2024
Personalized Federated Learning for Cross-City Traffic Prediction IJCAI 2024
A Random Projection Approach to Personalized Federated Learning: Enhancing Communication Efficiency, Robustness, and Fairness JMLR 2024
A Cluster-based Personalized Federated Learning Strategy for End-to-End ASR of Dementia Patients INTERSPEECH 2024
Private and Personalized Frequency Estimation in a Federated Setting NIPS 2024
Knowledge-Aware Parameter Coaching for Personalized Federated Learning AAAI 2024
Personalized Federated Learning via Feature Distribution Adaptation NIPS 2024
TransFed: A Way To Epitomize Focal Modulation Using Transformer-Based Federated Learning WACV 2024
pFedClub: Controllable Heterogeneous Model Aggregation for Personalized Federated Learning NIPS 2024
Late to the Party? On-Demand Unlabeled Personalized Federated Learning WACV 2024
Personalized Pieces: Efficient Personalized Large Language Models through Collaborative Efforts EMNLP 2024
Towards Personalized Federated Learning via Heterogeneous Model Reassembly NIPS 2023
Personalized Subgraph Federated Learning ICML 2023
Classifying depression symptom severity: Assessment of speech representations in personalized and generalized machine learning models. INTERSPEECH 2023
Efficient Personalized Federated Learning via Sparse Model-Adaptation ICML 2023
Analysis of Style-Shifting on Social Media: Using Neural Language Model Conditioned by Social Meanings EMNLP 2023
FedPerC: Federated Learning for Language Generation with Personal and Context Preference Embeddings EACL 2023
Bold but Cautious: Unlocking the Potential of Personalized Federated Learning through Cautiously Aggressive Collaboration ICCV 2023
Confidence-Aware Personalized Federated Learning via Variational Expectation Maximization CVPR 2023
Flow: Per-instance Personalized Federated Learning NIPS 2023
Mobilizing Personalized Federated Learning in Infrastructure-Less and Heterogeneous Environments via Random Walk Stochastic ADMM NIPS 2023
FedABC: Targeting Fair Competition in Personalized Federated Learning AAAI 2023
How To Prevent the Poor Performance Clients for Personalized Federated Learning? CVPR 2023
PRIOR: Personalized Prior for Reactivating the Information Overlooked in Federated Learning. NIPS 2023