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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

Iterative Few-shot Semantic Segmentation from Image Label Text IJCAI 2022
Long-Short Term Cross-Transformer in Compressed Domain for Few-Shot Video Classification IJCAI 2022
Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation IJCAI 2022
Region-Aware Metric Learning for Open World Semantic Segmentation via Meta-Channel Aggregation IJCAI 2022
HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning ICML 2022
Channel Importance Matters in Few-Shot Image Classification ICML 2022
PLATINUM: Semi-Supervised Model Agnostic Meta-Learning using Submodular Mutual Information ICML 2022
Co-training Improves Prompt-based Learning for Large Language Models ICML 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
Expressive, Variable, and Controllable Duration Modelling in TTS INTERSPEECH 2022
Few Shot Cross-Lingual TTS Using Transferable Phoneme Embedding INTERSPEECH 2022
Dummy Prototypical Networks for Few-Shot Open-Set Keyword Spotting INTERSPEECH 2022
Training speaker recognition systems with limited data INTERSPEECH 2022
Stochastic Deep Networks with Linear Competing Units for Model-Agnostic Meta-Learning ICML 2022
The Role of Deconfounding in Meta-learning ICML 2022
C*-algebra Net: A New Approach Generalizing Neural Network Parameters to C*-algebra ICML 2022
Adaptive Poincaré Point to Set Distance for Few-Shot Classification AAAI 2022
Separated Contrastive Learning for Organ-at-Risk and Gross-Tumor-Volume Segmentation with Limited Annotation AAAI 2022
Hybrid Graph Neural Networks for Few-Shot Learning AAAI 2022
Meta Propagation Networks for Graph Few-shot Semi-supervised Learning AAAI 2022
Cross-Domain Few-Shot Graph Classification AAAI 2022
Label Hallucination for Few-Shot Classification AAAI 2022