Few-shot Learning with Noisy Labels Apr 12, 2022 Few-Shot Learning Learning with noisy labels
Code Code Available A Simple Approach to Adversarial Robustness in Few-shot Image Classification Apr 11, 2022 Adversarial Robustness Few-Shot Image Classification
Code Code Available MGIMN: Multi-Grained Interactive Matching Network for Few-shot Text Classification Apr 11, 2022 Few-Shot Learning Few-Shot Text Classification
— Unverified GDC- Generalized Distribution Calibration for Few-Shot Learning Apr 11, 2022 Few-Shot Learning
— Unverified Joint Distribution Matters: Deep Brownian Distance Covariance for Few-Shot Classification Apr 9, 2022 Classification domain classification
Code Code Available BankNote-Net: Open dataset for assistive universal currency recognition Apr 7, 2022 Contrastive Learning Few-Shot Learning
Code Code Available Interval Bound Interpolation for Few-shot Learning with Few Tasks Apr 7, 2022 Few-Shot Learning Meta-Learning
Code Code Available Powering Finetuning in Few-Shot Learning: Domain-Agnostic Bias Reduction with Selected Sampling Apr 7, 2022 Few-Shot Learning
— Unverified Universal Representations: A Unified Look at Multiple Task and Domain Learning Apr 6, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available PaLM: Scaling Language Modeling with Pathways Apr 5, 2022 Auto Debugging Code Generation
Code Code Available MetaAudio: A Few-Shot Audio Classification Benchmark Apr 5, 2022 Audio Classification Classification
Code Code Available Too Big to Fail? Active Few-Shot Learning Guided Logic Synthesis Apr 5, 2022 BIG-bench Machine Learning Few-Shot Learning
Code Code Available PERFECT: Prompt-free and Efficient Few-shot Learning with Language Models Apr 3, 2022 Few-Shot Learning
Code Code Available AutoProtoNet: Interpretability for Prototypical Networks Apr 2, 2022 Few-Shot Learning Meta-Learning
Code Code Available Inverse is Better! Fast and Accurate Prompt for Few-shot Slot Tagging Apr 2, 2022 Few-Shot Learning Prediction
Code Code Available On the Efficiency of Integrating Self-supervised Learning and Meta-learning for User-defined Few-shot Keyword Spotting Apr 1, 2022 Few-Shot Learning Keyword Spotting
— Unverified Selecting task with optimal transport self-supervised learning for few-shot classification Apr 1, 2022 Data Augmentation Few-Shot Learning
— Unverified Leveraging pre-trained language models for conversational information seeking from text Mar 31, 2022 Few-Shot Learning In-Context Learning
— Unverified kNN-NER: Named Entity Recognition with Nearest Neighbor Search Mar 31, 2022 Few-Shot Learning named-entity-recognition
Code Code Available Overcoming challenges in leveraging GANs for few-shot data augmentation Mar 30, 2022 Classification Data Augmentation
Code Code Available Supervised Graph Contrastive Learning for Few-shot Node Classification Mar 29, 2022 Classification Contrastive Learning
— Unverified WAVPROMPT: Towards Few-Shot Spoken Language Understanding with Frozen Language Models Mar 29, 2022 Few-Shot Learning Language Modeling
Code Code Available Integrative Few-Shot Learning for Classification and Segmentation Mar 29, 2022 Classification Few-Shot Classification and Segmentation
Code Code Available Enabling hand gesture customization on wrist-worn devices Mar 29, 2022 Few-Shot Learning Transfer Learning
— Unverified TraHGR: Transformer for Hand Gesture Recognition via ElectroMyography Mar 28, 2022 Few-Shot Learning Gesture Recognition
— Unverified A Framework of Meta Functional Learning for Regularising Knowledge Transfer Mar 28, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Few-Shot Learning with Siamese Networks and Label Tuning Mar 28, 2022 Few-Shot Learning Few-Shot Text Classification
Code Code Available Compare learning: bi-attention network for few-shot learning Mar 25, 2022 Few-Shot Learning Metric Learning
— Unverified A Rationale-Centric Framework for Human-in-the-loop Machine Learning Mar 24, 2022 BIG-bench Machine Learning Few-Shot Learning
Code Code Available Multidimensional Belief Quantification for Label-Efficient Meta-Learning Mar 23, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available HyperShot: Few-Shot Learning by Kernel HyperNetworks Mar 21, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Partitioning Image Representation in Contrastive Learning Mar 20, 2022 Contrastive Learning Data Augmentation
— Unverified Incremental Few-Shot Learning via Implanting and Compressing Mar 19, 2022 Few-Shot Learning image-classification
— Unverified Prototypical Verbalizer for Prompt-based Few-shot Tuning Mar 18, 2022 Contrastive Learning Entity Typing
Code Code Available Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning Mar 17, 2022 Attribute Few-Shot Image Classification
Code Code Available Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning Mar 17, 2022 Few-Shot Learning Meta-Learning
Code Code Available Few-Shot Learning on Graphs Mar 17, 2022 Few-Shot Learning Graph Mining
— Unverified In-Context Learning for Few-Shot Dialogue State Tracking Mar 16, 2022 Dialogue State Tracking Few-Shot Learning
Code Code Available Meta-Learning of NAS for Few-shot Learning in Medical Image Applications Mar 16, 2022 AutoML Few-Shot Learning
— Unverified Label Semantics for Few Shot Named Entity Recognition Mar 16, 2022 Few-Shot Learning Few-shot NER
Code Code Available GCT: Graph Co-Training for Semi-Supervised Few-Shot Learning Mar 15, 2022 Classification Few-Shot Learning
— Unverified Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning Mar 15, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Deep Transfer Learning with Graph Neural Network for Sensor-Based Human Activity Recognition Mar 14, 2022 Activity Recognition Few-Shot Learning
— Unverified Self-Promoted Supervision for Few-Shot Transformer Mar 14, 2022 Data Augmentation Few-Shot Learning
Code Code Available Masked Autoencoders for Point Cloud Self-supervised Learning Mar 13, 2022 3D Part Segmentation 3D Point Cloud Classification
Code Code Available Worst Case Matters for Few-Shot Recognition Mar 13, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Rethinking Task Sampling for Few-shot Vision-Language Transfer Learning Mar 9, 2022 Few-Shot Learning Meta-Learning
Code Code Available InstructionNER: A Multi-Task Instruction-Based Generative Framework for Few-shot NER Mar 8, 2022 Entity Typing Few-Shot Learning
Code Code Available Learning from Few Examples: A Summary of Approaches to Few-Shot Learning Mar 7, 2022 Few-Shot Learning Meta-Learning
— Unverified Pre-trained Token-replaced Detection Model as Few-shot Learner Mar 7, 2022 Few-Shot Learning Sentence
Code Code Available 