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Few-Shot Learning

1,837 papers

Papers per year

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Papers

PLATINUM: Semi-Supervised Model Agnostic Meta-Learning using Submodular Mutual Information ICML 2022
Channel Importance Matters in Few-Shot Image Classification ICML 2022
Prompting Decision Transformer for Few-Shot Policy Generalization ICML 2022
Efficient Variance Reduction for Meta-learning ICML 2022
GALAXY: Graph-based Active Learning at the Extreme ICML 2022
HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning ICML 2022
Region-Aware Metric Learning for Open World Semantic Segmentation via Meta-Channel Aggregation IJCAI 2022
Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation IJCAI 2022
Long-Short Term Cross-Transformer in Compressed Domain for Few-Shot Video Classification IJCAI 2022
Iterative Few-shot Semantic Segmentation from Image Label Text IJCAI 2022
CATrans: Context and Affinity Transformer for Few-Shot Segmentation IJCAI 2022
Learning to Generate Image Source-Agnostic Universal Adversarial Perturbations IJCAI 2022
FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs IJCAI 2022
Better Embedding and More Shots for Few-shot Learning IJCAI 2022
Function-words Adaptively Enhanced Attention Networks for Few-Shot Inverse Relation Classification IJCAI 2022
Masked Feature Generation Network for Few-Shot Learning IJCAI 2022
Data-Efficient Algorithms and Neural Natural Language Processing: Applications in the Healthcare Domain IJCAI 2022
Cross-lingual Few-Shot Learning on Unseen Languages IJCNLP 2022
CSS: Combining Self-training and Self-supervised Learning for Few-shot Dialogue State Tracking IJCNLP 2022
CLASP: Few-Shot Cross-Lingual Data Augmentation for Semantic Parsing IJCNLP 2022
Domain Agnostic Few-shot Learning for Speaker Verification INTERSPEECH 2022
Analysis of Self-Supervised Learning and Dimensionality Reduction Methods in Clustering-Based Active Learning for Speech Emotion Recognition INTERSPEECH 2022
SF-DST: Few-Shot Self-Feeding Reading Comprehension Dialogue State Tracking with Auxiliary Task INTERSPEECH 2022
Active Few-Shot Learning for Sound Event Detection INTERSPEECH 2022
AdaVocoder: Adaptive Vocoder for Custom Voice INTERSPEECH 2022