conftrace_

Learning Paradigms

14,967 papers (9 classified directly here)

Subtopics · a paper can sit in several, so these overlap

Transfer Learning (8,172) Few-Shot Learning (2,681) Meta-Learning (1,719) Federated Learning (1,560) Zero-Shot Learning (878) Continual Learning (189) Domain Adaptation (184) Self-Supervised Learning (158) Active Learning (154) Multi-Task Learning (145) Semi-Supervised Learning (86) In-Context Learning (53) Unsupervised Learning (53) Domain Generalization (26) Weakly Supervised Learning (23)

Papers per year

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32

66

53

67

103

206

482

852

1,124

1,566

1,867

2,410

2,658

2,486

856

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Papers (including subtopics)

Strategies to Improve Few-shot Learning for Intent Classification and Slot-Filling NAACL 2022 Streamable Speech Representation Disentanglement and Multi-Level Prosody Modeling for Live One-Shot Voice Conversion Interspeech 2022 Structural Kernel Search via Bayesian Optimization and Symbolical Optimal Transport NeurIPS 2022 Structurally Diverse Sampling for Sample-Efficient Training and Comprehensive Evaluation EMNLP 2022 Structure-Aware Transformer Policy for Inhomogeneous Multi-Task Reinforcement Learning ICLR 2022 Structured Multi-task Learning for Molecular Property Prediction AISTATS 2022 STRUDEL: Structured Dialogue Summarization for Dialogue Comprehension EMNLP 2022 StyleAlign: Analysis and Applications of Aligned StyleGAN Models ICLR 2022 Style Classification of Rabbinic Literature for Detection of Lost Midrash Tanhuma Material AACL 2022 Subspace Learning for Effective Meta-Learning ICML 2022 Subspace Recovery from Heterogeneous Data with Non-isotropic Noise NeurIPS 2022 Subspace Regularizers for Few-Shot Class Incremental Learning ICLR 2022 Sub-Word Alignment is Still Useful: A Vest-Pocket Method for Enhancing Low-Resource Machine Translation ACL 2022 Subword Evenness (SuE) as a Predictor of Cross-lingual Transfer to Low-resource Languages EMNLP 2022 Successive Prompting for Decomposing Complex Questions EMNLP 2022 SUMNAS: Supernet with Unbiased Meta-Features for Neural Architecture Search ICLR 2022 SURF: Semi-supervised Reward Learning with Data Augmentation for Feedback-efficient Preference-based Reinforcement Learning ICLR 2022 Switch-GPT: An Effective Method for Constrained Text Generation under Few-Shot Settings (Student Abstract) AAAI 2022 Switch to Generalize: Domain-Switch Learning for Cross-Domain Few-Shot Classification ICLR 2022 SYGMA: A System for Generalizable and Modular Question Answering Over Knowledge Bases EMNLP 2022 Sylph: A Hypernetwork Framework for Incremental Few-Shot Object Detection CVPR 2022 SymNet 2.0: Effectively handling Non-Fluents and Actions in Generalized Neural Policies for RDDL Relational MDPs UAI 2022 Synergy with Translation Artifacts for Training and Inference in Multilingual Tasks EMNLP 2022 Syne Tune: A Library for Large Scale Hyperparameter Tuning and Reproducible Research AutoML 2022 Syntactic and Semantic Uniformity for Semantic Parsing and Task-Oriented Dialogue Systems EMNLP 2022