Model-Agnostic Few-Shot Open-Set Recognition Jun 18, 2022 Few-Shot Learning model
Code Code Available FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification Jun 17, 2022 Federated Learning Few-Shot Learning
Code Code Available Channel Importance Matters in Few-Shot Image Classification Jun 16, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available NatGen: Generative pre-training by "Naturalizing" source code Jun 15, 2022 Code Generation Code Translation
Code Code Available Rethinking Generalization in Few-Shot Classification Jun 15, 2022 Classification Few-Shot Image Classification
Code Code Available Metric Based Few-Shot Graph Classification Jun 8, 2022 Classification Data Augmentation
Code Code Available POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples Jun 8, 2022 Few-Shot Learning
Code Code Available Few-Shot Learning by Dimensionality Reduction in Gradient Space Jun 7, 2022 Dimensionality Reduction Few-Shot Learning
Code Code Available HyperMAML: Few-Shot Adaptation of Deep Models with Hypernetworks 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 Prompting ELECTRA: Few-Shot Learning with Discriminative Pre-Trained Models May 30, 2022 Few-Shot Learning Text Infilling
Code Code Available Prompt-aligned Gradient for Prompt Tuning May 30, 2022 Domain Adaptation Few-Shot Learning
Code Code Available Easter2.0: Improving convolutional models for handwritten text recognition May 30, 2022 Data Augmentation Few-Shot 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 Spatio-Temporal Graph Few-Shot Learning with Cross-City Knowledge Transfer May 27, 2022 Few-Shot Learning Graph Learning
Code Code Available Learning Dialogue Representations from Consecutive Utterances May 26, 2022 Contrastive Learning Conversational Question Answering
Code Code Available 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 ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts May 24, 2022 Few-Shot Learning Language Modelling
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 ProQA: Structural Prompt-based Pre-training for Unified Question Answering May 9, 2022 Continual Learning Few-Shot Learning
Code Code Available PGADA: Perturbation-Guided Adversarial Alignment for Few-shot Learning Under the Support-Query Shift May 8, 2022 Data Augmentation Few-Shot Learning
Code Code Available FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs May 5, 2022 Classification Few-Shot Learning
Code Code Available Generating Representative Samples for Few-Shot Classification May 5, 2022 Few-Shot Learning General Classification
Code Code Available Few-Shot Document-Level Relation Extraction May 4, 2022 Document-level Relation Extraction Domain Adaptation
Code Code Available The ICML 2022 Expressive Vocalizations Workshop and Competition: Recognizing, Generating, and Personalizing Vocal Bursts May 3, 2022 Few-Shot Learning
Code Code Available POLITICS: Pretraining with Same-story Article Comparison for Ideology Prediction and Stance Detection May 2, 2022 Articles Few-Shot Learning
Code Code Available Prompt-free and Efficient Few-shot Learning with Language Models May 1, 2022 Few-Shot Learning
Code Code Available Building a Role Specified Open-Domain Dialogue System Leveraging Large-Scale Language Models Apr 30, 2022 Few-Shot Learning
Code Code Available Look Closer to Supervise Better: One-Shot Font Generation via Component-Based Discriminator Apr 30, 2022 Few-Shot Learning Font Generation
Code Code Available Realistic Evaluation of Transductive Few-Shot Learning Apr 24, 2022 Few-Shot Learning
Code Code Available Data Distributional Properties Drive Emergent In-Context Learning in Transformers Apr 22, 2022 Few-Shot Learning In-Context Learning
Code Code Available Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference Apr 15, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Few-shot Learning with Noisy Labels Apr 12, 2022 Few-Shot Learning Learning with noisy labels
Code Code Available 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 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 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 Inverse is Better! Fast and Accurate Prompt for Few-shot Slot Tagging Apr 2, 2022 Few-Shot Learning Prediction
Code Code Available 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 Integrative Few-Shot Learning for Classification and Segmentation Mar 29, 2022 Classification Few-Shot Classification and Segmentation
Code Code Available WAVPROMPT: Towards Few-Shot Spoken Language Understanding with Frozen Language Models Mar 29, 2022 Few-Shot Learning Language Modeling
Code Code Available Few-Shot Learning with Siamese Networks and Label Tuning Mar 28, 2022 Few-Shot Learning Few-Shot Text Classification
Code Code Available A Rationale-Centric Framework for Human-in-the-loop Machine Learning Mar 24, 2022 BIG-bench Machine Learning 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 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 Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning Mar 17, 2022 Attribute Few-Shot Image Classification
Code Code Available Label Semantics for Few Shot Named Entity Recognition Mar 16, 2022 Few-Shot Learning Few-shot NER
Code Code Available 