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Learning Paradigms

2,054 papers (7 classified directly here)

Subtopics

Meta-Learning (973) Federated Learning (894) Curriculum Learning (202)

Papers per year

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Papers (including subtopics)

Asynchronous Upper Confidence Bound Algorithms for Federated Linear Bandits AISTATS 2022
Hierarchical Bayesian Bandits AISTATS 2022
Federated Functional Gradient Boosting AISTATS 2022
Towards Federated Bayesian Network Structure Learning with Continuous Optimization AISTATS 2022
Sharp Bounds for Federated Averaging (Local SGD) and Continuous Perspective AISTATS 2022
Near-Optimal Task Selection for Meta-Learning with Mutual Information and Online Variational Bayesian Unlearning AISTATS 2022
Information-Theoretic Analysis of Epistemic Uncertainty in Bayesian Meta-learning AISTATS 2022
Differentially Private Federated Learning on Heterogeneous Data AISTATS 2022
FLIX: A Simple and Communication-Efficient Alternative to Local Methods in Federated Learning AISTATS 2022
Learning Tensor Representations for Meta-Learning AISTATS 2022
Language Acquisition through Intention Reading and Pattern Finding COLING 2022
TAKE: Topic-shift Aware Knowledge sElection for Dialogue Generation COLING 2022
MetaSLRCL: A Self-Adaptive Learning Rate and Curriculum Learning Based Framework for Few-Shot Text Classification COLING 2022
DoSEA: A Domain-specific Entity-aware Framework for Cross-Domain Named Entity Recogition COLING 2022
Improving Fake News Detection of Influential Domain via Domain- and Instance-Level Transfer COLING 2022
A Two Stage Adaptation Framework for Frame Detection via Prompt Learning COLING 2022
MetaPrompting: Learning to Learn Better Prompts COLING 2022
Does Meta-learning Help mBERT for Few-shot Question Generation in a Cross-lingual Transfer Setting for Indic Languages? COLING 2022
Persian Natural Language Inference: A Meta-learning Approach COLING 2022
Applying Natural Annotation and Curriculum Learning to Named Entity Recognition for Under-Resourced Languages COLING 2022
Pro-KD: Progressive Distillation by Following the Footsteps of the Teacher COLING 2022
Classical Sequence Match Is a Competitive Few-Shot One-Class Learner COLING 2022
Unsupervised Domain Adaptation for Text Classification via Meta Self-Paced Learning COLING 2022
Sentence-aware Adversarial Meta-Learning for Few-Shot Text Classification COLING 2022
Adaptive Meta-learner via Gradient Similarity for Few-shot Text Classification COLING 2022