Rethinking the Metric in Few-shot Learning: From an Adaptive Multi-Distance Perspective Nov 2, 2022 Few-Shot Learning
— Unverified Two-stage LLM Fine-tuning with Less Specialization and More Generalization Nov 1, 2022 Binary Classification Domain Generalization
— Unverified GPS: Genetic Prompt Search for Efficient Few-shot Learning Oct 31, 2022 Few-Shot Learning
Code Code Available SAGE: Saliency-Guided Mixup with Optimal Rearrangements Oct 31, 2022 Data Augmentation Domain Generalization
— Unverified Learning New Tasks from a Few Examples with Soft-Label Prototypes Oct 31, 2022 Few-Shot Learning Meta-Learning
Code Code Available Few-Shot Classification of Skin Lesions from Dermoscopic Images by Meta-Learning Representative Embeddings Oct 30, 2022 Few-Shot Learning Meta-Learning
Code Code Available Alleviating the Sample Selection Bias in Few-shot Learning by Removing Projection to the Centroid Oct 30, 2022 Few-Shot Learning Selection bias
Code Code Available Temporal-Viewpoint Transportation Plan for Skeletal Few-shot Action Recognition Oct 30, 2022 Action Recognition Dynamic Time Warping
— Unverified STPrompt: Semantic-guided and Task-driven prompts for Effective Few-shot Classification Oct 29, 2022 Few-Shot Learning Few-Shot Text Classification
— Unverified A few-shot learning approach with domain adaptation for personalized real-life stress detection in close relationships Oct 27, 2022 Domain Adaptation Few-Shot Learning
Code Code Available Efficient few-shot learning for pixel-precise handwritten document layout analysis Oct 27, 2022 Document Layout Analysis Few-Shot Learning
— Unverified Dictionary-Assisted Supervised Contrastive Learning Oct 27, 2022 Contrastive Learning Data Augmentation
Code Code Available Fusion-based Few-Shot Morphing Attack Detection and Fingerprinting Oct 27, 2022 Face Recognition Few-Shot Learning
Code Code Available UTILIZING FEDERATED LEARNING AND META LEARNING FOR FEW-SHOT LEARNING ON EDGE DEVICES Oct 25, 2022 Federated Learning Few-Shot Learning
— Unverified Better Few-Shot Relation Extraction with Label Prompt Dropout Oct 25, 2022 Few-Shot Learning Relation
Code Code Available TAPE: Assessing Few-shot Russian Language Understanding Oct 23, 2022 Adversarial Attack Adversarial Text
Code Code Available A Task-aware Dual Similarity Network for Fine-grained Few-shot Learning Oct 22, 2022 Few-Shot Learning
Code Code Available Contrastive Prototypical Network with Wasserstein Confidence Penalty Oct 21, 2022 Contrastive Learning Few-Shot Learning
Code Code Available Graph Few-shot Learning with Task-specific Structures Oct 21, 2022 Classification Few-Shot Learning
Code Code Available Visual-Semantic Contrastive Alignment for Few-Shot Image Classification Oct 20, 2022 Classification Contrastive Learning
— Unverified Prompting through Prototype: A Prototype-based Prompt Learning on Pretrained Vision-Language Models Oct 19, 2022 Few-Shot Learning parameter-efficient fine-tuning
— Unverified Self-Supervised Representation Learning for CAD Oct 19, 2022 Few-Shot Learning Representation Learning
— Unverified LAVA: Label-efficient Visual Learning and Adaptation Oct 19, 2022 Few-Shot Learning Transfer Learning
Code Code Available Learning Transferable Adversarial Robust Representations via Multi-view Consistency Oct 19, 2022 Adversarial Attack Adversarial Robustness
— Unverified Aligning MAGMA by Few-Shot Learning and Finetuning Oct 18, 2022 Few-Shot Learning Image Captioning
— Unverified Few-Shot Learning of Compact Models via Task-Specific Meta Distillation Oct 18, 2022 Few-Shot Image Classification Few-Shot Learning
— Unverified Graphs, Constraints, and Search for the Abstraction and Reasoning Corpus Oct 18, 2022 ARC Benchmarking
Code Code Available HCL-TAT: A Hybrid Contrastive Learning Method for Few-shot Event Detection with Task-Adaptive Threshold Oct 17, 2022 Contrastive Learning Event Detection
— Unverified Meta-Learning via Classifier(-free) Diffusion Guidance Oct 17, 2022 Few-Shot Learning Image Generation
Code Code Available Conditional Neural Processes for Molecules Oct 17, 2022 Bayesian Optimization Benchmarking
— Unverified Vision-Language Pre-training: Basics, Recent Advances, and Future Trends Oct 17, 2022 Few-Shot Learning Image Captioning
Code Code Available RARR: Researching and Revising What Language Models Say, Using Language Models Oct 17, 2022 Few-Shot Learning Language Modeling
Code Code Available Multitask Pre-training of Modular Prompt for Chinese Few-Shot Learning Oct 14, 2022 Few-Shot Learning Machine Reading Comprehension
Code Code Available Enabling Classifiers to Make Judgements Explicitly Aligned with Human Values Oct 14, 2022 Classification Few-Shot Learning
— Unverified Flame-state monitoring based on very low number of visible or infrared images via few-shot learning Oct 14, 2022 Few-Shot Learning
— Unverified Unified Vision and Language Prompt Learning Oct 13, 2022 Domain Generalization Few-Shot Learning
Code Code Available Few-Shot Visual Question Generation: A Novel Task and Benchmark Datasets Oct 13, 2022 Few-Shot Learning Meta-Learning
— Unverified Knowledge-grounded Dialog State Tracking Oct 13, 2022 dialog state tracking Few-Shot Learning
— Unverified Instruction Tuning for Few-Shot Aspect-Based Sentiment Analysis Oct 12, 2022 Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA)
Code Code Available Semantic Cross Attention for Few-shot Learning Oct 12, 2022 Few-Shot Learning image-classification
Code Code Available FontTransformer: Few-shot High-resolution Chinese Glyph Image Synthesis via Stacked Transformers Oct 12, 2022 Few-Shot Learning Font Generation
— Unverified A Unified Framework with Meta-dropout for Few-shot Learning Oct 12, 2022 Few-Shot Image Classification Few-Shot Learning
— Unverified Self-Attention Message Passing for Contrastive Few-Shot Learning Oct 12, 2022 Contrastive Learning Few-Shot Learning
Code Code Available TGDM: Target Guided Dynamic Mixup for Cross-Domain Few-Shot Learning Oct 11, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Enabling ISP-less Low-Power Computer Vision Oct 11, 2022 Demosaicking Few-Shot Learning
— Unverified Knowledge-Driven New Drug Recommendation Oct 11, 2022 Few-Shot Learning Multi-Label Classification
— Unverified ME-D2N: Multi-Expert Domain Decompositional Network for Cross-Domain Few-Shot Learning Oct 11, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Continual Training of Language Models for Few-Shot Learning Oct 11, 2022 Continual Learning Continual Pretraining
Code Code Available CORE: A Retrieve-then-Edit Framework for Counterfactual Data Generation Oct 10, 2022 counterfactual Data Augmentation
Code Code Available Multi-Modal Fusion by Meta-Initialization Oct 10, 2022 Few-Shot Learning image-classification
Code Code Available 