Overthinking the Truth: Understanding how Language Models Process False Demonstrations Jul 18, 2023 Few-Shot Learning
Code Code Available Towards Task Sampler Learning for Meta-Learning Jul 18, 2023 Diversity Few-Shot Learning
Code Code Available Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation Jul 14, 2023 Aspect-Based Sentiment Analysis Attribute
Code Code Available TinyMetaFed: Efficient Federated Meta-Learning for TinyML Jul 13, 2023 Computational Efficiency Few-Shot Learning
— Unverified A metric learning approach for endoscopic kidney stone identification Jul 13, 2023 Few-Shot Learning Knowledge Distillation
— Unverified Feature Activation Map: Visual Explanation of Deep Learning Models for Image Classification Jul 11, 2023 Classification Contrastive Learning
— Unverified SAR-NeRF: Neural Radiance Fields for Synthetic Aperture Radar Multi-View Representation Jul 11, 2023 Few-Shot Learning Image Generation
— Unverified Text Descriptions are Compressive and Invariant Representations for Visual Learning Jul 10, 2023 Descriptive Few-Shot Learning
— Unverified FILM: How can Few-Shot Image Classification Benefit from Pre-Trained Language Models? Jul 9, 2023 Contrastive Learning Few-Shot Image Classification
— Unverified Proto-CLIP: Vision-Language Prototypical Network for Few-Shot Learning Jul 6, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Evaluating the Evaluators: Are Current Few-Shot Learning Benchmarks Fit for Purpose? Jul 6, 2023 Few-Shot Learning Model Selection
— Unverified Task-Specific Alignment and Multiple Level Transformer for Few-Shot Action Recognition Jul 5, 2023 Action Recognition Few-Shot action recognition
Code Code Available Diverse Retrieval-Augmented In-Context Learning for Dialogue State Tracking Jul 4, 2023 Dialogue State Tracking Few-Shot Learning
Code Code Available TablEye: Seeing small Tables through the Lens of Images Jul 4, 2023 Few-Shot Learning
— Unverified On Conditional and Compositional Language Model Differentiable Prompting Jul 4, 2023 Few-Shot Learning Language Modeling
— Unverified Optimal and Efficient Binary Questioning for Human-in-the-Loop Annotation Jul 4, 2023 Active Learning Binary Classification
— Unverified 3D-IDS: Doubly Disentangled Dynamic Intrusion Detection Jul 2, 2023 Disentanglement Few-Shot Learning
Code Code Available Meta-training with Demonstration Retrieval for Efficient Few-shot Learning Jun 30, 2023 Few-Shot Learning GPU
— Unverified Prompting classes: Exploring the Power of Prompt Class Learning in Weakly Supervised Semantic Segmentation Jun 30, 2023 Few-Shot Learning Prompt Learning
Code Code Available Benchmarking Large Language Model Capabilities for Conditional Generation Jun 29, 2023 Benchmarking Few-Shot Learning
— Unverified Effective Transfer of Pretrained Large Visual Model for Fabric Defect Segmentation via Specifc Knowledge Injection Jun 28, 2023 Benchmarking Diversity
— Unverified ProtoDiff: Learning to Learn Prototypical Networks by Task-Guided Diffusion Jun 26, 2023 Few-Shot Learning Meta-Learning
Code Code Available Language models are weak learners Jun 25, 2023 Few-Shot Learning Language Modelling
— Unverified RobuT: A Systematic Study of Table QA Robustness Against Human-Annotated Adversarial Perturbations Jun 25, 2023 Few-Shot Learning Question Answering
Code Code Available Is Pre-training Truly Better Than Meta-Learning? Jun 24, 2023 Diversity Few-Shot Learning
— Unverified Mutually Guided Few-shot Learning for Relational Triple Extraction Jun 23, 2023 Cross-Domain Few-Shot Decoder
Code Code Available FlakyFix: Using Large Language Models for Predicting Flaky Test Fix Categories and Test Code Repair Jun 21, 2023 Code Repair Few-Shot Learning
— Unverified NeuroCLIP: Neuromorphic Data Understanding by CLIP and SNN Jun 21, 2023 Few-Shot Learning
Code Code Available Visually grounded few-shot word learning in low-resource settings Jun 20, 2023 Few-Shot Learning
— Unverified Democratizing LLMs for Low-Resource Languages by Leveraging their English Dominant Abilities with Linguistically-Diverse Prompts Jun 20, 2023 Few-Shot Learning
— Unverified Adversarial Robustness of Prompt-based Few-Shot Learning for Natural Language Understanding Jun 19, 2023 Adversarial Robustness Few-Shot Learning
Code Code Available Multilingual Few-Shot Learning via Language Model Retrieval Jun 19, 2023 Few-Shot Learning In-Context Learning
— Unverified Channel-Spatial-Based Few-Shot Bird Sound Event Detection Jun 18, 2023 Event Detection Few-Shot Learning
— Unverified Dual Adaptive Representation Alignment for Cross-domain Few-shot Learning Jun 18, 2023 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Federated Few-shot Learning Jun 17, 2023 Articles Federated Learning
Code Code Available FewSAR: A Few-shot SAR Image Classification Benchmark Jun 16, 2023 Classification Few-Shot Learning
Code Code Available Exploring the MIT Mathematics and EECS Curriculum Using Large Language Models Jun 15, 2023 Electrical Engineering Few-Shot Learning
— Unverified Few-shot bioacoustic event detection at the DCASE 2023 challenge Jun 15, 2023 Event Detection Few-Shot Learning
Code Code Available Neural Fine-Tuning Search for Few-Shot Learning Jun 15, 2023 Few-Shot Learning Neural Architecture Search
Code Code Available DocumentNet: Bridging the Data Gap in Document Pre-Training Jun 15, 2023 document understanding Entity Retrieval
— Unverified Inductive Linear Probing for Few-shot Node Classification Jun 14, 2023 Classification Few-Shot Learning
— Unverified Improving Generalization in Meta-Learning via Meta-Gradient Augmentation Jun 14, 2023 Few-Shot Learning Memorization
Code Code Available Domain-Aware Few-Shot Learning for Optical Coherence Tomography Noise Reduction Jun 13, 2023 Computational Efficiency Few-Shot Learning
— Unverified FLamE: Few-shot Learning from Natural Language Explanations Jun 13, 2023 Classification Few-Shot Learning
— Unverified Rethink the Effectiveness of Text Data Augmentation: An Empirical Analysis Jun 13, 2023 Data Augmentation Few-Shot Learning
— Unverified One-for-All: Generalized LoRA for Parameter-Efficient Fine-tuning Jun 13, 2023 All Domain Generalization
Code Code Available Prompt-based Extraction of Social Determinants of Health Using Few-shot Learning Jun 12, 2023 Few-Shot Learning
— Unverified AraMUS: Pushing the Limits of Data and Model Scale for Arabic Natural Language Processing Jun 11, 2023 Few-Shot Learning
— Unverified EventCLIP: Adapting CLIP for Event-based Object Recognition Jun 10, 2023 Few-Shot Learning Object
Code Code Available Leveraging Large Language Models for Scalable Vector Graphics-Driven Image Understanding Jun 9, 2023 Few-Shot Learning image-classification
Code Code Available 