POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples Jun 8, 2022 Few-Shot Learning
Code Code Available Metric Based Few-Shot Graph Classification Jun 8, 2022 Classification Data Augmentation
Code Code Available Few-Shot Learning by Dimensionality Reduction in Gradient Space Jun 7, 2022 Dimensionality Reduction Few-Shot Learning
Code Code Available Making Large Language Models Better Reasoners with Step-Aware Verifier Jun 6, 2022 Arithmetic Reasoning Few-Shot Learning
— Unverified The Spike Gating Flow: A Hierarchical Structure Based Spiking Neural Network for Online Gesture Recognition Jun 4, 2022 Action Recognition Few-Shot Learning
Code Code Available Robust Meta-learning with Sampling Noise and Label Noise via Eigen-Reptile Jun 4, 2022 Few-Shot Learning Meta-Learning
Code Code Available Guided Deep Metric Learning Jun 4, 2022 Few-Shot Learning Knowledge Distillation
— Unverified Code Generation Tools (Almost) for Free? A Study of Few-Shot, Pre-Trained Language Models on Code Jun 2, 2022 Code Generation Few-Shot Learning
— Unverified Metaphor Detection for Low Resource Languages: From Zero-Shot to Few-Shot Learning in Middle High German Jun 1, 2022 Few-Shot Learning Word Embeddings
Code Code Available Few-Shot Learning for Argument Aspects of the Nuclear Energy Debate Jun 1, 2022 Argument Mining Few-Shot Learning
Code Code Available Turkish Universal Conceptual Cognitive Annotation Jun 1, 2022 Few-Shot Learning
— Unverified A Named Entity Recognition Corpus for Vietnamese Biomedical Texts to Support Tuberculosis Treatment Jun 1, 2022 Diagnostic Few-Shot Learning
Code Code Available Cross-lingual Approaches for the Detection of Adverse Drug Reactions in German from a Patient’s Perspective Jun 1, 2022 Binary Classification Few-Shot Learning
Code Code Available FHIST: A Benchmark for Few-shot Classification of Histological Images May 31, 2022 Classification Few-Shot Learning
— Unverified HyperMAML: Few-Shot Adaptation of Deep Models with Hypernetworks May 31, 2022 Few-Shot Learning Meta-Learning
Code Code Available Meta-ticket: Finding optimal subnetworks for few-shot learning within randomly initialized neural networks May 31, 2022 Few-Shot Learning Meta-Learning
Code Code Available Few-Shot Diffusion Models May 30, 2022 Denoising Few-Shot Learning
Code Code Available Zero-Shot and Few-Shot Learning for Lung Cancer Multi-Label Classification using Vision Transformer May 30, 2022 Few-Shot Learning Lung Cancer Diagnosis
— Unverified Task-Prior Conditional Variational Auto-Encoder for Few-Shot Image Classification May 30, 2022 Few-Shot Image Classification Few-Shot Learning
— Unverified Easter2.0: Improving convolutional models for handwritten text recognition May 30, 2022 Data Augmentation Few-Shot Learning
Code Code Available Prompt-aligned Gradient for Prompt Tuning May 30, 2022 Domain Adaptation Few-Shot Learning
Code Code Available Prompting ELECTRA: Few-Shot Learning with Discriminative Pre-Trained Models May 30, 2022 Few-Shot Learning Text Infilling
Code Code Available Spatio-Temporal Graph Few-Shot Learning with Cross-City Knowledge Transfer May 27, 2022 Few-Shot Learning Graph Learning
Code Code Available Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions May 27, 2022 Benchmarking Few-Shot Image Classification
Code Code Available Learning Dialogue Representations from Consecutive Utterances May 26, 2022 Contrastive Learning Conversational Question Answering
Code Code Available Representing Brain Anatomical Regularity and Variability by Few-Shot Embedding May 26, 2022 Few-Shot Learning
— Unverified ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection May 25, 2022 Cultural Vocal Bursts Intensity Prediction Few-Shot Learning
— Unverified FLEURS: Few-shot Learning Evaluation of Universal Representations of Speech May 25, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Adaptive Few-Shot Learning Algorithm for Rare Sound Event Detection May 24, 2022 Event Detection Few-Shot Learning
— Unverified Naive Few-Shot Learning: Uncovering the fluid intelligence of machines May 24, 2022 Anomaly Detection Few-Shot Learning
— Unverified GraphQ IR: Unifying the Semantic Parsing of Graph Query Languages with One Intermediate Representation May 24, 2022 Few-Shot Learning Semantic Parsing
Code Code Available Large Language Models are Zero-Shot Reasoners May 24, 2022 Arithmetic Reasoning Common Sense Reasoning
Code Code Available ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts May 24, 2022 Few-Shot Learning Language Modelling
Code Code Available What Makes Data-to-Text Generation Hard for Pretrained Language Models? May 23, 2022 Data-to-Text Generation Few-Shot Learning
— Unverified BBTv2: Towards a Gradient-Free Future with Large Language Models May 23, 2022 Few-Shot Learning Language Modelling
Code Code Available Self-mentoring: a new deep learning pipeline to train a self-supervised U-net for few-shot learning of bio-artificial capsule segmentation May 22, 2022 Data Augmentation Few-Shot Learning
— Unverified Learning Meta Representations of One-shot Relations for Temporal Knowledge Graph Link Prediction May 21, 2022 Few-Shot Learning Knowledge Graphs
— Unverified Prototypical Calibration for Few-shot Learning of Language Models May 20, 2022 Few-Shot Learning In-Context Learning
Code Code Available Mask-guided Vision Transformer (MG-ViT) for Few-Shot Learning May 20, 2022 Active Learning Few-Shot Learning
— Unverified PromptDA: Label-guided Data Augmentation for Prompt-based Few-shot Learners May 18, 2022 Data Augmentation Few-Shot Learning
Code Code Available Region-Aware Metric Learning for Open World Semantic Segmentation via Meta-Channel Aggregation May 17, 2022 Anomaly Segmentation Few-Shot Learning
Code Code Available Uncertainty-based Network for Few-shot Image Classification May 17, 2022 Classification Few-Shot Image Classification
— Unverified How to Fine-tune Models with Few Samples: Update, Data Augmentation, and Test-time Augmentation May 13, 2022 Data Augmentation Few-Shot Learning
Code Code Available EyeDAS: Securing Perception of Autonomous Cars Against the Stereoblindness Syndrome May 13, 2022 Autonomous Driving Decision Making
— Unverified A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities May 13, 2022 Few-Shot Learning Meta-Learning
— Unverified On the Economics of Multilingual Few-shot Learning: Modeling the Cost-Performance Trade-offs of Machine Translated and Manual Data May 12, 2022 Few-Shot Learning Machine Translation
— Unverified Feature Extractor Stacking for Cross-domain Few-shot Learning May 12, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Using dependency parsing for few-shot learning in distributional semantics May 12, 2022 Dependency Parsing Few-Shot Learning
— Unverified Towards Answering Open-ended Ethical Quandary Questions May 12, 2022 Few-Shot Learning Generative Question Answering
— Unverified Towards Unified Prompt Tuning for Few-shot Text Classification May 11, 2022 Classification Few-Shot Learning
— Unverified 