Learning Paradigms

A Serverless Approach to Federated Learning Infrastructure Oriented for IoT/Edge Data Sources (Student Abstract) AAAI 2021 A Student-Teacher Architecture for Dialog Domain Adaptation Under the Meta-Learning Setting AAAI 2021 AutoBandit: A Meta Bandit Online Learning System IJCAI 2021 Automated Concatenation of Embeddings for Structured Prediction ACL 2021 Auto-NBA: Efficient and Effective Search Over the Joint Space of Networks, Bitwidths, and Accelerators ICML 2021 Autonomous Reinforcement Learning via Subgoal Curricula NeurIPS 2021 AutoText: An End-to-End AutoAI Framework for Text AAAI 2021 A Wasserstein Minimax Framework for Mixed Linear Regression ICML 2021 BASGD: Buffered Asynchronous SGD for Byzantine Learning ICML 2021 Bayesian decision-making under misspecified priors with applications to meta-learning NeurIPS 2021 Bayesian Model-Agnostic Meta-Learning with Matrix-Valued Kernels for Quality Estimation ACL 2021 Behavior Mimics Distribution: Combining Individual and Group Behaviors for Federated Learning IJCAI 2021 Bias-tolerant Fair Classification ACML 2021 Bilevel Optimization: Convergence Analysis and Enhanced Design ICML 2021 BN-NAS: Neural Architecture Search With Batch Normalization ICCV 2021 Boosting with Multiple Sources NeurIPS 2021 Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation ICML 2021 Byzantine-Resilient High-Dimensional SGD with Local Iterations on Heterogeneous Data ICML 2021 CANITA: Faster Rates for Distributed Convex Optimization with Communication Compression NeurIPS 2021 Can We Characterize Tasks Without Labels or Features? CVPR 2021 CLAIM: curriculum learning policy for influence maximization in unknown social networks UAI 2021 Clustered Sampling: Low-Variance and Improved Representativity for Clients Selection in Federated Learning ICML 2021 Collaborative Learning in the Jungle (Decentralized, Byzantine, Heterogeneous, Asynchronous and Nonconvex Learning) NeurIPS 2021 Collaborative Unsupervised Visual Representation Learning From Decentralized Data ICCV 2021 Combining Curriculum Learning and Knowledge Distillation for Dialogue Generation EMNLP 2021