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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)

Unsupervised Neural Machine Translation for Low-Resource Domains via Meta-Learning ACL 2021
Competence-based Multimodal Curriculum Learning for Medical Report Generation ACL 2021
Meta-KD: A Meta Knowledge Distillation Framework for Language Model Compression across Domains ACL 2021
Meta-Learning to Compositionally Generalize ACL 2021
Meta-Learning with Variational Semantic Memory for Word Sense Disambiguation ACL 2021
Continual Quality Estimation with Online Bayesian Meta-Learning ACL 2021
Adaptive Nearest Neighbor Machine Translation ACL 2021
Preview, Attend and Review: Schema-Aware Curriculum Learning for Multi-Domain Dialogue State Tracking ACL 2021
Edit Distance Based Curriculum Learning for Paraphrase Generation ACL 2021
Meta Learning and Its Applications to Natural Language Processing ACL 2021
Bayesian Model-Agnostic Meta-Learning with Matrix-Valued Kernels for Quality Estimation ACL 2021
SemEval-2021 Task 12: Learning with Disagreements ACL 2021
Penalty Method for Inversion-Free Deep Bilevel Optimization ACML 2021
On Data Efficiency of Meta-learning AISTATS 2021
Amortized Bayesian Prototype Meta-learning: A New Probabilistic Meta-learning Approach to Few-shot Image Classification AISTATS 2021
Federated f-Differential Privacy AISTATS 2021
Online Model Selection for Reinforcement Learning with Function Approximation AISTATS 2021
Towards Flexible Device Participation in Federated Learning AISTATS 2021
Wyner-Ziv Estimators: Efficient Distributed Mean Estimation with Side-Information AISTATS 2021
Local SGD: Unified Theory and New Efficient Methods AISTATS 2021
Convergence Properties of Stochastic Hypergradients AISTATS 2021
Meta-Learning Divergences for Variational Inference AISTATS 2021
Person30K: A Dual-Meta Generalization Network for Person Re-Identification CVPR 2021
Continual Adaptation of Visual Representations via Domain Randomization and Meta-Learning CVPR 2021
Delving Deep Into Many-to-Many Attention for Few-Shot Video Object Segmentation CVPR 2021