In-BoXBART: Get Instructions into Biomedical Multi-task Learning Jan 16, 2022 Few-Shot Learning Multi-Task Learning
— Unverified Multi-level Second-order Few-shot Learning Jan 15, 2022 Action Recognition Few-Shot action recognition
Code Code Available Learning from One and Only One Shot Jan 14, 2022 Few-Shot Learning
— Unverified Beyond Simple Meta-Learning: Multi-Purpose Models for Multi-Domain, Active and Continual Few-Shot Learning Jan 13, 2022 Active Learning continual few-shot learning
— Unverified Semantics-driven Attentive Few-shot Learning over Clean and Noisy Samples Jan 9, 2022 Few-Shot Learning
Code Code Available Budget-aware Few-shot Learning via Graph Convolutional Network Jan 7, 2022 Few-Shot Learning Informativeness
— Unverified Few-Shot Incremental Learning for Label-to-Image Translation Jan 1, 2022 Few-Shot Learning Incremental Learning
— Unverified Remember the Difference: Cross-Domain Few-Shot Semantic Segmentation via Meta-Memory Transfer Jan 1, 2022 Contrastive Learning Cross-Domain Few-Shot
— Unverified Revisiting Learnable Affines for Batch Norm in Few-Shot Transfer Learning Jan 1, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Rethinking Video Anomaly Detection - A Continual Learning Approach Jan 1, 2022 Anomaly Detection Continual Learning
— Unverified Semi-Supervised Few-Shot Learning via Multi-Factor Clustering Jan 1, 2022 Clustering Data Augmentation
Code Code Available On the Role of Neural Collapse in Transfer Learning Dec 30, 2021 Clustering Few-Shot Learning
— Unverified Associative Adversarial Learning Based on Selective Attack Dec 28, 2021 Adversarial Robustness Few-Shot Learning
— Unverified Few-Shot Classification in Unseen Domains by Episodic Meta-Learning Across Visual Domains Dec 27, 2021 Classification Few-Shot Learning
— Unverified Does MAML Only Work via Feature Re-use? A Data Centric Perspective Dec 24, 2021 Few-Shot Learning Meta-Learning
Code Code Available The Curse of Zero Task Diversity: On the Failure of Transfer Learning to Outperform MAML and their Empirical Equivalence Dec 24, 2021 Diversity Few-Shot Learning
— Unverified 3D Skeleton-based Few-shot Action Recognition with JEANIE is not so Naïve Dec 23, 2021 Action Recognition Dynamic Time Warping
— Unverified Pose Adaptive Dual Mixup for Few-Shot Single-View 3D Reconstruction Dec 23, 2021 3D Reconstruction Few-Shot Learning
— Unverified DA-FDFtNet: Dual Attention Fake Detection Fine-tuning Network to Detect Various AI-Generated Fake Images Dec 22, 2021 Few-Shot Learning
— Unverified Zero-shot and Few-shot Learning with Knowledge Graphs: A Comprehensive Survey Dec 18, 2021 Data Augmentation Few-Shot Learning
— Unverified Bioacoustic Event Detection with prototypical networks and data augmentation Dec 16, 2021 Data Augmentation Event Detection
— Unverified Semantic-Based Few-Shot Learning by Interactive Psychometric Testing Dec 16, 2021 Few-Shot Learning
— Unverified Hierarchical Variational Memory for Few-shot Learning Across Domains Dec 15, 2021 Few-Shot Learning Variational Inference
Code Code Available Few-shot Multi-hop Question Answering over Knowledge Base Dec 14, 2021 Few-Shot Learning Knowledge Base Question Answering
— Unverified Exploring the Limits of Natural Language Inference Based Setup for Few-Shot Intent Detection Dec 14, 2021 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available Hybrid Graph Neural Networks for Few-Shot Learning Dec 13, 2021 Few-Shot Learning
— Unverified Anomaly Crossing: New Horizons for Video Anomaly Detection as Cross-domain Few-shot Learning Dec 12, 2021 Anomaly Detection Cross-Domain Few-Shot
— Unverified Learning from the Tangram to Solve Mini Visual Tasks Dec 12, 2021 Few-Shot Learning
Code Code Available Which images to label for few-shot medical landmark detection? Dec 7, 2021 Few-Shot Learning
— Unverified Few-Shot Image Classification Along Sparse Graphs Dec 7, 2021 Classification Few-Shot Image Classification
— Unverified A Survey of Deep Learning for Low-Shot Object Detection Dec 6, 2021 Deep Learning Few-Shot Learning
— Unverified DemoGrasp: Few-Shot Learning for Robotic Grasping with Human Demonstration Dec 6, 2021 Few-Shot Learning Human-Object Interaction Detection
— Unverified Adaptive Poincaré Point to Set Distance for Few-Shot Classification Dec 3, 2021 Few-Shot Learning
— Unverified Prompt-free and Efficient Language Model Fine-Tuning Dec 2, 2021 Few-Shot Learning Language Modeling
— Unverified Unsupervised Law Article Mining based on Deep Pre-Trained Language Representation Models with Application to the Italian Civil Code Dec 2, 2021 Articles Attribute
— Unverified Think Big, Teach Small: Do Language Models Distil Occam’s Razor? Dec 1, 2021 Few-Shot Learning Open-Ended Question Answering
Code Code Available Re-ranking for image retrieval and transductive few-shot classification Dec 1, 2021 Classification Few-Shot Learning
— Unverified MDFM: Multi-Decision Fusing Model for Few-Shot Learning Dec 1, 2021 Few-Shot Learning
— Unverified Learning to Learn Dense Gaussian Processes for Few-Shot Learning Dec 1, 2021 Few-Shot Learning Gaussian Processes
— Unverified Ranking Distance Calibration for Cross-Domain Few-Shot Learning Dec 1, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Statistically and Computationally Efficient Linear Meta-representation Learning Dec 1, 2021 Few-Shot Learning Representation Learning
— Unverified True Few-Shot Learning with Prompts -- A Real-World Perspective Nov 26, 2021 Few-Shot Learning
— Unverified Deep Representation Learning with an Information-theoretic Loss Nov 25, 2021 Anomaly Detection Few-Shot Learning
— Unverified Coarse-To-Fine Incremental Few-Shot Learning Nov 24, 2021 class-incremental learning Class Incremental Learning
Code Code Available Deep metric learning improves lab of origin prediction of genetically engineered plasmids Nov 24, 2021 Few-Shot Learning Metric Learning
— Unverified Few-shot Named Entity Recognition with Cloze Questions Nov 24, 2021 Few-Shot Learning named-entity-recognition
— Unverified ShufaNet: Classification method for calligraphers who have reached the professional level Nov 22, 2021 Classification Few-Shot Learning
— Unverified Adaptive Transfer Learning: a simple but effective transfer learning Nov 22, 2021 Few-Shot Learning Transfer Learning
— Unverified Reinforcement Learning for Few-Shot Text Generation Adaptation Nov 22, 2021 Diversity Domain Adaptation
Code Code Available Prompt Combines Paraphrase: Enhancing Biomedical “Pre-training, Prompt and Predicting” Models by Explaining Rare Biomedical Concepts Nov 16, 2021 Few-Shot Learning
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