Learning Paradigms

AutoCFR: Learning to Design Counterfactual Regret Minimization Algorithms AAAI 2022 Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning JMLR 2022 Avoid Overfitting User Specific Information in Federated Keyword Spotting Interspeech 2022 Backdoor Attacks in Federated Learning by Rare Embeddings and Gradient Ensembling EMNLP 2022 Balanced Self-Paced Learning for AUC Maximization AAAI 2022 Basis Matters: Better Communication-Efficient Second Order Methods for Federated Learning AISTATS 2022 Bayesian Deep Embedding Topic Meta-Learner ICML 2022 BEER: Fast $O(1/T)$ Rate for Decentralized Nonconvex Optimization with Communication Compression NeurIPS 2022 Bitwidth Heterogeneous Federated Learning with Progressive Weight Dequantization ICML 2022 BM-NAS: Bilevel Multimodal Neural Architecture Search AAAI 2022 BOME! Bilevel Optimization Made Easy: A Simple First-Order Approach NeurIPS 2022 Bootstrapped Meta-Learning ICLR 2022 Byzantine-tolerant federated Gaussian process regression for streaming data NeurIPS 2022 CAD: Co-Adapting Discriminative Features for Improved Few-Shot Classification CVPR 2022 CIAug: Equipping Interpolative Augmentation with Curriculum Learning NAACL 2022 Classical Sequence Match Is a Competitive Few-Shot One-Class Learner COLING 2022 Class-Wise Adaptive Self Distillation for Federated Learning on Non-IID Data (Student Abstract) AAAI 2022 CLLE: A Benchmark for Continual Language Learning Evaluation in Multilingual Machine Translation EMNLP 2022 Clustering-based Wake Word Detection in Privacy-aware Acoustic Sensor Networks Interspeech 2022 Communication-Constrained Distributed Quantile Regression with Optimal Statistical Guarantees JMLR 2022 Communication-Efficient Adaptive Federated Learning ICML 2022 Comparison and Analysis of New Curriculum Criteria for End-to-End ASR Interspeech 2022 Compound Domain Generalization via Meta-Knowledge Encoding CVPR 2022 Contextual Gradient Scaling for Few-Shot Learning WACV 2022 Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification NeurIPS 2022