Learning Paradigms

RSCFed: Random Sampling Consensus Federated Semi-Supervised Learning CVPR 2022 SAGDA: Achieving O(ε^-2) Communication Complexity in Federated Min-Max Learning NeurIPS 2022 SAT: Improving Semi-Supervised Text Classification with Simple Instance-Adaptive Self-Training EMNLP 2022 Self-Aware Personalized Federated Learning NeurIPS 2022 Self-Distillation with Meta Learning for Knowledge Graph Completion EMNLP 2022 Semi-FedSER: Semi-supervised Learning for Speech Emotion Recognition On Federated Learning using Multiview Pseudo-Labeling Interspeech 2022 SemiFL: Semi-Supervised Federated Learning for Unlabeled Clients with Alternate Training NeurIPS 2022 Sentence-aware Adversarial Meta-Learning for Few-Shot Text Classification COLING 2022 Set-based Meta-Interpolation for Few-Task Meta-Learning NeurIPS 2022 Sharp Bounds for Federated Averaging (Local SGD) and Continuous Perspective AISTATS 2022 Sharper Convergence Guarantees for Asynchronous SGD for Distributed and Federated Learning NeurIPS 2022 Short-Term Plasticity Neurons Learning to Learn and Forget ICML 2022 Sketch3T: Test-Time Training for Zero-Shot SBIR CVPR 2022 SmartIdx: Reducing Communication Cost in Federated Learning by Exploiting the CNNs Structures AAAI 2022 SpreadGNN: Decentralized Multi-Task Federated Learning for Graph Neural Networks on Molecular Data AAAI 2022 Stochastic Deep Networks with Linear Competing Units for Model-Agnostic Meta-Learning ICML 2022 Subspace Learning for Effective Meta-Learning ICML 2022 Sylph: A Hypernetwork Framework for Incremental Few-Shot Object Detection CVPR 2022 System-Agnostic Meta-Learning for MDP-based Dynamic Scheduling via Descriptive Policy AISTATS 2022 Tackling Data Heterogeneity: A New Unified Framework for Decentralized SGD with Sample-induced Topology ICML 2022 TAKE: Topic-shift Aware Knowledge sElection for Dialogue Generation COLING 2022 Task-level Differentially Private Meta Learning NeurIPS 2022 TCT: Convexifying Federated Learning using Bootstrapped Neural Tangent Kernels NeurIPS 2022 Teaching Humans When to Defer to a Classifier via Exemplars AAAI 2022 Test Time Adaptation via Conjugate Pseudo-labels NeurIPS 2022