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Few-Shot Learning

1,837 papers

Papers per year

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Papers

Enhancing Activity Prediction Models in Drug Discovery with the Ability to Understand Human Language ICML 2023
MetaModulation: Learning Variational Feature Hierarchies for Few-Shot Learning with Fewer Tasks ICML 2023
Conditional Tree Matching for Inference-Time Adaptation of Tree Prediction Models ICML 2023
Polarity Is All You Need to Learn and Transfer Faster ICML 2023
Compositional Exemplars for In-context Learning ICML 2023
Online Prototype Alignment for Few-shot Policy Transfer ICML 2023
Clustered-patch Element Connection for Few-shot Learning IJCAI 2023
On Conditional and Compositional Language Model Differentiable Prompting IJCAI 2023
Regularisation for Efficient Softmax Parameter Generation in Low-Resource Text Classifiers IJCAI 2023
Genetic Prompt Search via Exploiting Language Model Probabilities IJCAI 2023
Learning Few-shot Sample-set Operations for Noisy Multi-label Aspect Category Detection IJCAI 2023
Unsupervised and Few-Shot Parsing from Pretrained Language Models (Extended Abstract) IJCAI 2023
Little Giants: Exploring the Potential of Small LLMs as Evaluation Metrics in Summarization in the Eval4NLP 2023 Shared Task IJCNLP 2023
Adapting Language-Audio Models as Few-Shot Audio Learners INTERSPEECH 2023
Few-shot Class-incremental Audio Classification Using Adaptively-refined Prototypes INTERSPEECH 2023
Mitigating Catastrophic Forgetting for Few-Shot Spoken Word Classification Through Meta-Learning INTERSPEECH 2023
Transductive Feature Space Regularization for Few-shot Bioacoustic Event Detection INTERSPEECH 2023
Improving Small Footprint Few-shot Keyword Spotting with Supervision on Auxiliary Data INTERSPEECH 2023
Supervised Contrastive Learning with Nearest Neighbor Search for Speech Emotion Recognition INTERSPEECH 2023
Pre-Finetuning for Few-Shot Emotional Speech Recognition INTERSPEECH 2023
Few-shot Class-incremental Audio Classification Using Stochastic Classifier INTERSPEECH 2023
LightClone: Speaker-guided Parallel Subnet Selection for Few-shot Voice Cloning INTERSPEECH 2023
Learning an Explicit Hyper-parameter Prediction Function Conditioned on Tasks JMLR 2023
Atlas: Few-shot Learning with Retrieval Augmented Language Models JMLR 2023
IXA at SemEval-2023 Task 2: Baseline Xlm-Roberta-base Approach SEMEVAL 2023