Learning Paradigms

DIMES: A Differentiable Meta Solver for Combinatorial Optimization Problems NeurIPS 2022 Dim-Krum: Backdoor-Resistant Federated Learning for NLP with Dimension-wise Krum-Based Aggregation EMNLP 2022 Discovered Policy Optimisation NeurIPS 2022 Disentangled Federated Learning for Tackling Attributes Skew via Invariant Aggregation and Diversity Transferring ICML 2022 DISTREAL: Distributed Resource-Aware Learning in Heterogeneous Systems AAAI 2022 Distributed Learning of Finite Gaussian Mixtures JMLR 2022 Distributionally Adaptive Meta Reinforcement Learning NeurIPS 2022 Do Data-based Curricula Work? ACL 2022 Does Meta-learning Help mBERT for Few-shot Question Generation in a Cross-lingual Transfer Setting for Indic Languages? COLING 2022 DOMINO: Decomposed Mutual Information Optimization for Generalized Context in Meta-Reinforcement Learning NeurIPS 2022 DoSEA: A Domain-specific Entity-aware Framework for Cross-Domain Named Entity Recogition COLING 2022 DReS-FL: Dropout-Resilient Secure Federated Learning for Non-IID Clients via Secret Data Sharing NeurIPS 2022 DSM: Question Generation over Knowledge Base via Modeling Diverse Subgraphs with Meta-learner EMNLP 2022 Dynamic Domain Generalization IJCAI 2022 Dynamic Kernel Selection for Improved Generalization and Memory Efficiency in Meta-Learning CVPR 2022 EDEN: Communication-Efficient and Robust Distributed Mean Estimation for Federated Learning ICML 2022 EF-BV: A Unified Theory of Error Feedback and Variance Reduction Mechanisms for Biased and Unbiased Compression in Distributed Optimization NeurIPS 2022 Efficient and Modular Implicit Differentiation NeurIPS 2022 Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation EMNLP 2022 Efficiently Tuned Parameters Are Task Embeddings EMNLP 2022 Efficient Meta Reinforcement Learning for Preference-based Fast Adaptation NeurIPS 2022 Efficient Pre-training of Masked Language Model via Concept-based Curriculum Masking EMNLP 2022 Efficient Riemannian Meta-Optimization by Implicit Differentiation AAAI 2022 Efficient Variance Reduction for Meta-learning ICML 2022 Enhanced Bilevel Optimization via Bregman Distance NeurIPS 2022