Hyperseed: Unsupervised Learning with Vector Symbolic Architectures Oct 15, 2021 Few-Shot Learning Language Identification
Code Code Available LFPT5: A Unified Framework for Lifelong Few-shot Language Learning Based on Prompt Tuning of T5 Oct 14, 2021 Few-Shot Learning
Code Code Available Can Explanations Be Useful for Calibrating Black Box Models? Oct 14, 2021 Extractive Question-Answering Few-Shot Learning
Code Code Available LiST: Lite Prompted Self-training Makes Parameter-Efficient Few-shot Learners Oct 12, 2021 Few-Shot Learning In-Context Learning
Code Code Available Yuan 1.0: Large-Scale Pre-trained Language Model in Zero-Shot and Few-Shot Learning Oct 10, 2021 Articles Few-Shot Learning
Code Code Available Meta-Learning with Task-Adaptive Loss Function for Few-Shot Learning Oct 8, 2021 Few-Shot Learning Meta-Learning
Code Code Available Sparse MoEs meet Efficient Ensembles Oct 7, 2021 Few-Shot Learning Mixture-of-Experts
Code Code Available Weak Novel Categories without Tears: A Survey on Weak-Shot Learning Oct 6, 2021 Few-Shot Learning image-classification
Code Code Available Revisiting Self-Training for Few-Shot Learning of Language Model Oct 4, 2021 Benchmarking Few-Shot Learning
Code Code Available RAFT: A Real-World Few-Shot Text Classification Benchmark Sep 28, 2021 Classification Few-Shot Learning
Code Code Available Template-free Prompt Tuning for Few-shot NER Sep 28, 2021 Few-Shot Learning Few-shot NER
Code Code Available Sparse Spatial Transformers for Few-Shot Learning Sep 27, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Disentangled Feature Representation for Few-shot Image Classification Sep 26, 2021 Benchmarking Classification
Code Code Available Paint4Poem: A Dataset for Artistic Visualization of Classical Chinese Poems Sep 23, 2021 Few-Shot Learning Image Generation
Code Code Available Few-Shot Emotion Recognition in Conversation with Sequential Prototypical Networks Sep 20, 2021 Emotion Classification Emotion Recognition
Code Code Available Learning Opinion Summarizers by Selecting Informative Reviews Sep 9, 2021 Few-Shot Learning Opinion Summarization
Code Code Available PPT: Pre-trained Prompt Tuning for Few-shot Learning Sep 9, 2021 Attribute Few-Shot Learning
Code Code Available Discrete and Soft Prompting for Multilingual Models Sep 8, 2021 Few-Shot Learning Natural Language Inference
Code Code Available FewshotQA: A simple framework for few-shot learning of question answering tasks using pre-trained text-to-text models Sep 4, 2021 Few-Shot Learning Question Answering
Code Code Available Robust Retrieval Augmented Generation for Zero-shot Slot Filling Aug 31, 2021 Domain Adaptation Few-Shot Learning
Code Code Available Want To Reduce Labeling Cost? GPT-3 Can Help Aug 30, 2021 Few-Shot Learning Language Modeling
Code Code Available Semi-Supervised Exaggeration Detection of Health Science Press Releases Aug 30, 2021 Articles Benchmarking
Code Code Available Anomaly Detection of Defect using Energy of Point Pattern Features within Random Finite Set Framework Aug 27, 2021 Anomaly Detection Defect Detection
Code Code Available Binocular Mutual Learning for Improving Few-shot Classification Aug 27, 2021 Classification Decision Making
Code Code Available Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification Aug 19, 2021 Causal Inference counterfactual
Code Code Available Generalized and Incremental Few-Shot Learning by Explicit Learning and Calibration without Forgetting Aug 18, 2021 Classifier calibration Few-Shot Learning
Code Code Available AdapterHub Playground: Simple and Flexible Few-Shot Learning with Adapters Aug 18, 2021 Few-Shot Learning Transfer Learning
Code Code Available Program Synthesis with Large Language Models Aug 16, 2021 Few-Shot Learning mbpp
Code Code Available FlipDA: Effective and Robust Data Augmentation for Few-Shot Learning Aug 13, 2021 Data Augmentation Few-Shot Learning
Code Code Available Prototype Completion for Few-Shot Learning Aug 11, 2021 Attribute Few-Shot Image Classification
Code Code Available Deep Metric Learning for Open World Semantic Segmentation Aug 10, 2021 Autonomous Driving Few-Shot Learning
Code Code Available Noisy Channel Language Model Prompting for Few-Shot Text Classification Aug 9, 2021 Attribute Classification
Code Code Available Elaborative Rehearsal for Zero-shot Action Recognition Aug 5, 2021 Action Recognition Few-Shot Learning
Code Code Available From LSAT: The Progress and Challenges of Complex Reasoning Aug 2, 2021 Few-Shot Learning Logical Reasoning
Code Code Available Recurrent Mask Refinement for Few-Shot Medical Image Segmentation Aug 2, 2021 Few-Shot Learning Image Segmentation
Code Code Available Few-Shot and Continual Learning with Attentive Independent Mechanisms Jul 29, 2021 Continual Learning Few-Shot Learning
Code Code Available Meta-FDMixup: Cross-Domain Few-Shot Learning Guided by Labeled Target Data Jul 26, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Class-Incremental Domain Adaptation with Smoothing and Calibration for Surgical Report Generation Jul 23, 2021 Domain Adaptation Few-Shot Learning
Code Code Available Modelling Latent Translations for Cross-Lingual Transfer Jul 23, 2021 Cross-Lingual Transfer Few-Shot Learning
Code Code Available ProtoTransformer: A Meta-Learning Approach to Providing Student Feedback Jul 23, 2021 Few-Shot Learning Meta-Learning
Code Code Available Few Shots Are All You Need: A Progressive Few Shot Learning Approach for Low Resource Handwritten Text Recognition Jul 21, 2021 All Few-Shot Learning
Code Code Available Design of a Graphical User Interface for Few-Shot Machine Learning Classification of Electron Microscopy Data Jul 21, 2021 Few-Shot Learning Image Segmentation
Code Code Available Boosting Few-Shot Classification with View-Learnable Contrastive Learning Jul 20, 2021 Classification Contrastive Learning
Code Code Available Rectifying the Shortcut Learning of Background for Few-Shot Learning Jul 16, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available FewCLUE: A Chinese Few-shot Learning Evaluation Benchmark Jul 15, 2021 Few-Shot Learning Machine Reading Comprehension
Code Code Available FLEX: Unifying Evaluation for Few-Shot NLP Jul 15, 2021 Few-Shot Learning Language Modeling
Code Code Available Leveraging Hierarchical Structures for Few-Shot Musical Instrument Recognition Jul 14, 2021 Few-Shot Learning Instrument Recognition
Code Code Available Sequential Recommendation for Cold-start Users with Meta Transitional Learning Jul 13, 2021 Few-Shot Learning Meta-Learning
Code Code Available Few-Shot Learning with a Strong Teacher Jul 1, 2021 Few-Shot Learning Meta-Learning
Code Code Available Cross-domain Few-shot Learning with Task-specific Adapters Jul 1, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
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