CS/NLP at SemEval-2022 Task 4: Effective Data Augmentation Methods for Patronizing Language Detection and Multi-label Classification with RoBERTa and GPT3 Jul 1, 2022 Data Augmentation Few-Shot Learning
— Unverified Few-shot Learning for Sumerian Named Entity Recognition Jul 1, 2022 Few-Shot Learning named-entity-recognition
— Unverified Interactive Symbol Grounding with Complex Referential Expressions Jul 1, 2022 Few-Shot Learning Negation
Code Code Available Strategies to Improve Few-shot Learning for Intent Classification and Slot-Filling Jul 1, 2022 Contrastive Learning Data Augmentation
— Unverified Few-shot fine-tuning SOTA summarization models for medical dialogues Jul 1, 2022 Abstractive Text Summarization Few-Shot Learning
— Unverified AISFG: Abundant Information Slot Filling Generator Jul 1, 2022 Few-Shot Learning slot-filling
— Unverified Domain Agnostic Few-shot Learning for Speaker Verification Jun 28, 2022 Domain Generalization Few-Shot Learning
— Unverified Few-Shot Stance Detection via Target-Aware Prompt Distillation Jun 27, 2022 Few-Shot Learning Few-Shot Stance Detection
— Unverified Few-Shot Cross-Lingual TTS Using Transferable Phoneme Embedding Jun 27, 2022 Few-Shot Learning text-to-speech
— Unverified Understanding Benign Overfitting in Gradient-Based Meta Learning Jun 27, 2022 Few-Shot Learning Learning Theory
— Unverified Prompting Decision Transformer for Few-Shot Policy Generalization Jun 27, 2022 Few-Shot Learning Inductive Bias
— Unverified Single Morphing Attack Detection using Siamese Network and Few-shot Learning Jun 22, 2022 Face Morphing Attack Detection Face Verification
— Unverified Few-Max: Few-Shot Domain Adaptation for Unsupervised Contrastive Representation Learning Jun 21, 2022 Contrastive Learning Domain Adaptation
Code Code Available Low Resource Pipeline for Spoken Language Understanding via Weak Supervision Jun 21, 2022 Emotion Classification Few-Shot Learning
— Unverified C^*-algebra Net: A New Approach Generalizing Neural Network Parameters to C^*-algebra Jun 20, 2022 Density Estimation Few-Shot Learning
— Unverified EEML: Ensemble Embedded Meta-learning Jun 18, 2022 Few-Shot Learning Meta-Learning
— Unverified Lifelong Wandering: A realistic few-shot online continual learning setting Jun 16, 2022 Continual Learning Few-Shot Learning
— Unverified Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning without episodic meta-learning dominates for few-shot learning image classification Jun 15, 2022 Few-Shot Learning image-classification
— Unverified Language Models are General-Purpose Interfaces Jun 13, 2022 Causal Language Modeling Few-Shot Learning
— Unverified From Human Days to Machine Seconds: Automatically Answering and Generating Machine Learning Final Exams Jun 11, 2022 BIG-bench Machine Learning Few-Shot Learning
— Unverified Real-time Hyper-Dimensional Reconfiguration at the Edge using Hardware Accelerators Jun 10, 2022 Few-Shot Learning Quantization
— Unverified Making Large Language Models Better Reasoners with Step-Aware Verifier Jun 6, 2022 Arithmetic Reasoning Few-Shot Learning
— Unverified Robust Meta-learning with Sampling Noise and Label Noise via Eigen-Reptile Jun 4, 2022 Few-Shot Learning Meta-Learning
Code Code Available 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 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 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 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 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 FHIST: A Benchmark for Few-shot Classification of Histological Images May 31, 2022 Classification Few-Shot Learning
— Unverified 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 Task-Prior Conditional Variational Auto-Encoder for Few-Shot Image Classification May 30, 2022 Few-Shot Image Classification Few-Shot Learning
— Unverified 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 Representing Brain Anatomical Regularity and Variability by Few-Shot Embedding May 26, 2022 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 ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection May 25, 2022 Cultural Vocal Bursts Intensity Prediction Few-Shot Learning
— Unverified Naive Few-Shot Learning: Uncovering the fluid intelligence of machines May 24, 2022 Anomaly Detection Few-Shot Learning
— Unverified Adaptive Few-Shot Learning Algorithm for Rare Sound Event Detection May 24, 2022 Event Detection Few-Shot Learning
— Unverified What Makes Data-to-Text Generation Hard for Pretrained Language Models? May 23, 2022 Data-to-Text Generation Few-Shot Learning
— Unverified 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 Mask-guided Vision Transformer (MG-ViT) for Few-Shot Learning May 20, 2022 Active Learning Few-Shot Learning
— Unverified Prototypical Calibration for Few-shot Learning of Language Models May 20, 2022 Few-Shot Learning In-Context Learning
Code Code Available PromptDA: Label-guided Data Augmentation for Prompt-based Few-shot Learners May 18, 2022 Data Augmentation Few-Shot Learning
Code Code Available Uncertainty-based Network for Few-shot Image Classification May 17, 2022 Classification Few-Shot Image Classification
— Unverified A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities May 13, 2022 Few-Shot Learning Meta-Learning
— 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 