Learning Paradigms

Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing NeurIPS 2021 Federated Learning for Non-IID Data via Unified Feature Learning and Optimization Objective Alignment ICCV 2021 Federated Learning of User Verification Models Without Sharing Embeddings ICML 2021 Federated Learning under Arbitrary Communication Patterns ICML 2021 Federated Learning with Fair Averaging IJCAI 2021 Federated Learning with Sparsification-Amplified Privacy and Adaptive Optimization IJCAI 2021 Federated Linear Contextual Bandits NeurIPS 2021 Federated Model Distillation with Noise-Free Differential Privacy IJCAI 2021 Federated Multi-Task Learning under a Mixture of Distributions NeurIPS 2021 Federated Split Task-Agnostic Vision Transformer for COVID-19 CXR Diagnosis NeurIPS 2021 FedMix: Approximation of Mixup under Mean Augmented Federated Learning ICLR 2021 FedRec++: Lossless Federated Recommendation with Explicit Feedback AAAI 2021 FedSpeech: Federated Text-to-Speech with Continual Learning IJCAI 2021 Few-Shot One-Class Classification via Meta-Learning AAAI 2021 Few-Shot Visual Relationship Co-Localization ICCV 2021 FjORD: Fair and Accurate Federated Learning under heterogeneous targets with Ordered Dropout NeurIPS 2021 FLAME: Differentially Private Federated Learning in the Shuffle Model AAAI 2021 FlexMatch: Boosting Semi-Supervised Learning with Curriculum Pseudo Labeling NeurIPS 2021 FL-NTK: A Neural Tangent Kernel-based Framework for Federated Learning Analysis ICML 2021 Game of Gradients: Mitigating Irrelevant Clients in Federated Learning AAAI 2021 Generalization Bounds For Meta-Learning: An Information-Theoretic Analysis NeurIPS 2021 Generalization in Text-based Games via Hierarchical Reinforcement Learning EMNLP 2021 GENSYNTH: Synthesizing Datalog Programs without Language Bias AAAI 2021 GLiT: Neural Architecture Search for Global and Local Image Transformer ICCV 2021 Gradient Disaggregation: Breaking Privacy in Federated Learning by Reconstructing the User Participant Matrix ICML 2021