Learning Paradigms

ActPerFL: Active Personalized Federated Learning ACL 2022 Adaptive Meta-learner via Gradient Similarity for Few-shot Text Classification COLING 2022 Adversarial Task Up-sampling for Meta-learning NeurIPS 2022 A Dynamic Meta-Learning Model for Time-Sensitive Cold-Start Recommendations AAAI 2022 A Federated Approach to Predicting Emojis in Hindi Tweets EMNLP 2022 A Hybrid Egocentric Activity Anticipation Framework via Memory-Augmented Recurrent and One-Shot Representation Forecasting CVPR 2022 A Modern Self-Referential Weight Matrix That Learns to Modify Itself ICML 2022 Amsqr at SemEval-2022 Task 4: Towards AutoNLP via Meta-Learning and Adversarial Data Augmentation for PCL Detection SemEval 2022 A Multi-Agent Reinforcement Learning Approach for Efficient Client Selection in Federated Learning AAAI 2022 Anarchic Federated Learning ICML 2022 An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling NAACL 2022 A Nested Bi-level Optimization Framework for Robust Few Shot Learning AAAI 2022 A Pixel-Level Meta-Learner for Weakly Supervised Few-Shot Semantic Segmentation WACV 2022 Applying Natural Annotation and Curriculum Learning to Named Entity Recognition for Under-Resourced Languages COLING 2022 APRIL: Finding the Achilles' Heel on Privacy for Vision Transformers CVPR 2022 Architecture Agnostic Federated Learning for Neural Networks ICML 2022 A Simple and Provably Efficient Algorithm for Asynchronous Federated Contextual Linear Bandits NeurIPS 2022 Asymptotic Behaviors of Projected Stochastic Approximation: A Jump Diffusion Perspective NeurIPS 2022 AsyncFL: Asynchronous Federated Learning Using Majority Voting with Quantized Model Updates (Student Abstract) AAAI 2022 Asynchronous Upper Confidence Bound Algorithms for Federated Linear Bandits AISTATS 2022 A Theoretical Understanding of Gradient Bias in Meta-Reinforcement Learning NeurIPS 2022 A Two Stage Adaptation Framework for Frame Detection via Prompt Learning COLING 2022 Audio Anti-spoofing Using Simple Attention Module and Joint Optimization Based on Additive Angular Margin Loss and Meta-learning Interspeech 2022 A Unified Analysis of Federated Learning with Arbitrary Client Participation NeurIPS 2022 A Unified View on PAC-Bayes Bounds for Meta-Learning ICML 2022