Automated Few-Shot Time Series Forecasting based on Bi-level Programming Mar 7, 2022 Decision Making Few-Shot Learning
— Unverified ClarET: Pre-training a Correlation-Aware Context-To-Event Transformer for Event-Centric Generation and Classification Mar 4, 2022 counterfactual Few-Shot Learning
Code Code Available FewSense, Towards a Scalable and Cross-Domain Wi-Fi Sensing System Using Few-Shot Learning Mar 3, 2022 Domain Adaptation Few-Shot Learning
— Unverified MetaDT: Meta Decision Tree with Class Hierarchy for Interpretable Few-Shot Learning Mar 3, 2022 Few-Shot Learning Meta-Learning
— Unverified Vision-Language Intelligence: Tasks, Representation Learning, and Large Models Mar 3, 2022 Few-Shot Learning Representation Learning
— Unverified Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels Mar 3, 2022 Anomaly Detection Cardiac Segmentation
Code Code Available Variational Autoencoder with Disentanglement Priors for Low-Resource Task-Specific Natural Language Generation Feb 27, 2022 Data Augmentation Disentanglement
Code Code Available Interpretable Concept-based Prototypical Networks for Few-Shot Learning Feb 27, 2022 Few-Shot Learning Meta-Learning
— Unverified CampNet: Context-Aware Mask Prediction for End-to-End Text-Based Speech Editing Feb 21, 2022 Few-Shot Learning Sentence
Code Code Available How Well Do Self-Supervised Methods Perform in Cross-Domain Few-Shot Learning? Feb 18, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Towards better understanding and better generalization of few-shot classification in histology images with contrastive learning Feb 18, 2022 Contrastive Learning Few-Shot Learning
Code Code Available Semantically Proportional Patchmix for Few-Shot Learning Feb 17, 2022 Few-Shot Learning Transfer Learning
— Unverified P4E: Few-Shot Event Detection as Prompt-Guided Identification and Localization Feb 15, 2022 Event Detection Event Extraction
— Unverified Task-Adaptive Feature Transformer with Semantic Enrichment for Few-Shot Segmentation Feb 14, 2022 Few-Shot Learning Segmentation
— Unverified Cross Domain Few-Shot Learning via Meta Adversarial Training Feb 11, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified A Modern Self-Referential Weight Matrix That Learns to Modify Itself Feb 11, 2022 Few-Shot Learning
Code Code Available Bias-Eliminated Semantic Refinement for Any-Shot Learning Feb 10, 2022 Few-Shot Learning Generalized Zero-Shot Learning
Code Code Available Generating Training Data with Language Models: Towards Zero-Shot Language Understanding Feb 9, 2022 Few-Shot Learning MNLI-m
Code Code Available Cedille: A large autoregressive French language model Feb 7, 2022 Few-Shot Learning Language Modeling
Code Code Available MAML and ANIL Provably Learn Representations Feb 7, 2022 Diversity Few-Shot Learning
— Unverified Few-shot Learning as Cluster-induced Voronoi Diagrams: A Geometric Approach Feb 5, 2022 Few-Shot Learning
Code Code Available Exemplar-Based Contrastive Self-Supervised Learning with Few-Shot Class Incremental Learning Feb 5, 2022 class-incremental learning Class Incremental Learning
— Unverified Smoothed Embeddings for Certified Few-Shot Learning Feb 2, 2022 Adversarial Robustness Few-Shot Learning
Code Code Available Advances in MetaDL: AAAI 2021 challenge and workshop Feb 1, 2022 Few-Shot Learning
— Unverified Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot Difficulty Feb 1, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Similarity Learning based Few Shot Learning for ECG Time Series Classification Jan 31, 2022 Dynamic Time Warping Few-Shot Learning
Code Code Available Using DeepSpeed and Megatron to Train Megatron-Turing NLG 530B, A Large-Scale Generative Language Model Jan 28, 2022 Few-Shot Learning Language Modeling
Code Code Available Mobile Robot Manipulation using Pure Object Detection Jan 28, 2022 Depth Estimation Few-Shot Learning
Code Code Available The Effect of Diversity in Meta-Learning Jan 27, 2022 Diversity Few-Shot Learning
Code Code Available Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequences Jan 27, 2022 Clinical Knowledge Document Classification
Code Code Available Ontology-enhanced Prompt-tuning for Few-shot Learning Jan 27, 2022 Event Extraction Few-Shot Learning
— Unverified IGLUE: A Benchmark for Transfer Learning across Modalities, Tasks, and Languages Jan 27, 2022 Cross-Modal Retrieval Few-Shot Learning
Code Code Available EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients Jan 24, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Instance-aware Prompt Learning for Language Understanding and Generation Jan 18, 2022 Few-Shot Learning Prompt Learning
Code Code Available When Facial Expression Recognition Meets Few-Shot Learning: A Joint and Alternate Learning Framework Jan 18, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified FrLove : Could a Frenchman rapidly identify Lovecraft? Jan 17, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Understanding Few-Shot Multi-Task Representation Learning Theory Jan 17, 2022 Few-Shot Learning Learning Theory
— Unverified Prototypical Representation Learning for Low-resource Knowledge Extraction: Summary and Perspective Jan 17, 2022 Contrastive Learning Few-Shot Learning
— Unverified Prior Knowledge for Few-shot Learning—Inductive Reasoning and Distribution Calibration Jan 17, 2022 Few-Shot Learning Knowledge Graphs
— Unverified Representation Change in Model-Agnostic Meta-Learning Jan 17, 2022 Few-Shot Learning Meta-Learning
— Unverified Template-free Prompt Tuning for Few-shot NER Jan 16, 2022 Few-Shot Learning Few-shot NER
— Unverified In-BoXBART: Get Instructions into Biomedical Multi-task Learning Jan 16, 2022 Few-Shot Learning Multi-Task Learning
— Unverified RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot Learning Jan 16, 2022 Few-Shot Learning Link Prediction
Code Code Available MetaICL: Learning to Learn In Context Jan 16, 2022 Few-Shot Learning In-Context Learning
— Unverified Label-guided Data Augmentation for Prompt-based Few Shot Learners Jan 16, 2022 Data Augmentation Few-Shot Learning
— Unverified ProQA: Structural Prompt-based Pre-training for Unified Question Answering Jan 16, 2022 Continual Learning Few-Shot Learning
— Unverified Exploring Example Selection for Few-shot Text-to-SQL Semantic Parsing Jan 16, 2022 Few-Shot Learning In-Context Learning
— Unverified Do Prompt-Based Models Really Understand the Meaning of Their Prompts? Jan 16, 2022 Few-Shot Learning Natural Language Inference
— Unverified Few-Shot Authorship Attribution in English Reddit Posts Jan 16, 2022 Articles Authorship Attribution
— Unverified STT: Soft Template Tuning for Few-Shot Learning Jan 16, 2022 Few-Shot Learning Language Modeling
— Unverified 