Learning Paradigms

Escaping Data Scarcity for High-Resolution Heterogeneous Face Hallucination CVPR 2022 Escaping Saddle Points with Bias-Variance Reduced Local Perturbed SGD for Communication Efficient Nonconvex Distributed Learning NeurIPS 2022 Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness NeurIPS 2022 Exploring Example Influence in Continual Learning NeurIPS 2022 Factorized-FL: Personalized Federated Learning with Parameter Factorization & Similarity Matching NeurIPS 2022 Fairness in Federated Learning via Core-Stability NeurIPS 2022 FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs IJCAI 2022 Fast inference and transfer of compositional task structures for few-shot task generalization UAI 2022 Fast-Rate PAC-Bayesian Generalization Bounds for Meta-Learning ICML 2022 Feature Distribution Matching for Federated Domain Generalization ACML 2022 FedAvg with Fine Tuning: Local Updates Lead to Representation Learning NeurIPS 2022 FedCC: Federated Learning with Consensus Confirmation for Byzantine Attack Resistance (Student Abstract) AAAI 2022 FedCG: Leverage Conditional GAN for Protecting Privacy and Maintaining Competitive Performance in Federated Learning IJCAI 2022 FedDC: Federated Learning With Non-IID Data via Local Drift Decoupling and Correction CVPR 2022 FedDUAP: Federated Learning with Dynamic Update and Adaptive Pruning Using Shared Data on the Server IJCAI 2022 Federated Class-Incremental Learning CVPR 2022 Federated Domain Adaptation for ASR with Full Self-Supervision Interspeech 2022 Federated Dynamic Sparse Training: Computing Less, Communicating Less, Yet Learning Better AAAI 2022 Federated Functional Gradient Boosting AISTATS 2022 Federated Learning from Pre-Trained Models: A Contrastive Learning Approach NeurIPS 2022 Federated Learning with Buffered Asynchronous Aggregation AISTATS 2022 Federated Learning with Label Distribution Skew via Logits Calibration ICML 2022 Federated Learning with Noisy User Feedback NAACL 2022 Federated Learning with Partial Model Personalization ICML 2022 Federated Learning With Position-Aware Neurons CVPR 2022