ImagineFSL: Self-Supervised Pretraining Matters on Imagined Base Set for VLM-based Few-shot Learning Jan 1, 2025 Few-Shot Learning Image Generation
Code Code Available Hyperbolic Uncertainty-Aware Few-Shot Incremental Point Cloud Segmentation Jan 1, 2025 class-incremental learning Class Incremental Learning
— Unverified A3: Few-shot Prompt Learning of Unlearnable Examples with Cross-Modal Adversarial Feature Alignment Jan 1, 2025 Few-Shot Learning Prompt Learning
— Unverified Adaptive Parameter Selection for Tuning Vision-Language Models Jan 1, 2025 Few-Shot Learning
— Unverified MODA: Motion-Drift Augmentation for Inertial Human Motion Analysis Jan 1, 2025 Action Recognition Data Augmentation
— Unverified Text Augmented Correlation Transformer For Few-shot Classification & Segmentation Jan 1, 2025 Few-Shot Classification and Segmentation Few-Shot Learning
— Unverified Cross-Modal Mapping: Mitigating the Modality Gap for Few-Shot Image Classification Dec 28, 2024 Few-Shot Image Classification Few-Shot Learning
— Unverified EEG-Reptile: An Automatized Reptile-Based Meta-Learning Library for BCIs Dec 27, 2024 EEG Few-Shot Learning
Code Code Available Reconstruction Target Matters in Masked Image Modeling for Cross-Domain Few-Shot Learning Dec 26, 2024 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation Dec 24, 2024 Comment Generation Few-Shot Learning
— Unverified Neural Conformal Control for Time Series Forecasting Dec 24, 2024 Conformal Prediction Few-Shot Learning
Code Code Available COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Dec 23, 2024 Diversity Few-Shot Learning
— Unverified AFANet: Adaptive Frequency-Aware Network for Weakly-Supervised Few-Shot Semantic Segmentation Dec 23, 2024 Few-Shot Learning Few-Shot Semantic Segmentation
Code Code Available MVREC: A General Few-shot Defect Classification Model Using Multi-View Region-Context Dec 22, 2024 Classification Few-Shot Instance Classification
Code Code Available UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning Dec 21, 2024 Few-Shot Learning Few-Shot Learning - 4 shots
Code Code Available LEARN: A Unified Framework for Multi-Task Domain Adapt Few-Shot Learning Dec 20, 2024 Domain Adaptation Few-Shot Learning
Code Code Available The Role of Recurrency in Image Segmentation for Noisy and Limited Sample Settings Dec 20, 2024 Few-Shot Learning Image Segmentation
— Unverified Cross-Modal Few-Shot Learning with Second-Order Neural Ordinary Differential Equations Dec 20, 2024 Few-Shot Learning Image Augmentation
— Unverified Task-Specific Preconditioner for Cross-Domain Few-Shot Learning Dec 20, 2024 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Enhancing Masked Time-Series Modeling via Dropping Patches Dec 19, 2024 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Adaptive Prompt Tuning: Vision Guided Prompt Tuning with Cross-Attention for Fine-Grained Few-Shot Learning Dec 19, 2024 Few-Shot Learning Visual Prompt Tuning
— Unverified Aspect-Based Few-Shot Learning Dec 17, 2024 Few-Shot Learning
— Unverified NAVCON: A Cognitively Inspired and Linguistically Grounded Corpus for Vision and Language Navigation Dec 17, 2024 Few-Shot Learning Vision and Language Navigation
— Unverified CRoF: CLIP-based Robust Few-shot Learning on Noisy Labels Dec 17, 2024 Domain Generalization Few-Shot Learning
— Unverified BioRAGent: A Retrieval-Augmented Generation System for Showcasing Generative Query Expansion and Domain-Specific Search for Scientific Q&A Dec 16, 2024 Answer Generation Few-Shot Learning
Code Code Available How Can LLMs and Knowledge Graphs Contribute to Robot Safety? A Few-Shot Learning Approach Dec 16, 2024 Few-Shot Learning Knowledge Graphs
— Unverified SAMIC: Segment Anything with In-Context Spatial Prompt Engineering Dec 16, 2024 Few-Shot Learning Prompt Engineering
— Unverified Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Dec 16, 2024 Few-Shot Learning
Code Code Available Do Tutors Learn from Equity Training and Can Generative AI Assess It? Dec 15, 2024 Few-Shot Learning
Code Code Available SAM-IF: Leveraging SAM for Incremental Few-Shot Instance Segmentation Dec 15, 2024 Decoder Few-shot Instance Segmentation
— Unverified LLM Distillation for Efficient Few-Shot Multiple Choice Question Answering Dec 13, 2024 Few-Shot Learning Knowledge Distillation
— Unverified SVasP: Self-Versatility Adversarial Style Perturbation for Cross-Domain Few-Shot Learning Dec 12, 2024 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available First Train to Generate, then Generate to Train: UnitedSynT5 for Few-Shot NLI Dec 12, 2024 Data Augmentation Diversity
— Unverified Kajal: Extracting Grammar of a Source Code Using Large Language Models Dec 12, 2024 Few-Shot Learning Prompt Engineering
Code Code Available All You Need in Knowledge Distillation Is a Tailored Coordinate System Dec 12, 2024 All Few-Shot Learning
— Unverified DiffCLIP: Few-shot Language-driven Multimodal Classifier Dec 10, 2024 Few-Shot Learning
Code Code Available IntellectSeeker: A Personalized Literature Management System with the Probabilistic Model and Large Language Model Dec 10, 2024 Articles Few-Shot Learning
Code Code Available ConceptSearch: Towards Efficient Program Search Using LLMs for Abstraction and Reasoning Corpus (ARC) Dec 10, 2024 ARC Few-Shot Learning
Code Code Available Flexible and Scalable Deep Dendritic Spiking Neural Networks with Multiple Nonlinear Branching Dec 9, 2024 Few-Shot Learning GPU
— Unverified SGIA: Enhancing Fine-Grained Visual Classification with Sequence Generative Image Augmentation Dec 9, 2024 Data Augmentation Few-Shot Learning
— Unverified PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from Related Example Banks Dec 7, 2024 Cross-Lingual Question Answering Diversity
— Unverified Diversity Over Quantity: A Lesson From Few Shot Relation Classification Dec 6, 2024 Diversity Few-Shot Learning
— Unverified PETapter: Leveraging PET-style classification heads for modular few-shot parameter-efficient fine-tuning Dec 6, 2024 Few-Shot Learning Language Modeling
— Unverified A Federated Approach to Few-Shot Hate Speech Detection for Marginalized Communities Dec 6, 2024 Federated Learning Few-Shot Learning
— Unverified KNN-MMD: Cross Domain Wireless Sensing via Local Distribution Alignment Dec 6, 2024 Action Classification Action Classification (1-shot)
Code Code Available Evolutionary Pre-Prompt Optimization for Mathematical Reasoning Dec 5, 2024 Few-Shot Learning GSM8K
— Unverified The broader spectrum of in-context learning Dec 5, 2024 Few-Shot Learning In-Context Learning
— Unverified ALMA: Alignment with Minimal Annotation Dec 5, 2024 Few-Shot Learning Language Modeling
— Unverified Few-Shot Learning with Adaptive Weight Masking in Conditional GANs Dec 4, 2024 Data Augmentation Diversity
— Unverified Expanding Event Modality Applications through a Robust CLIP-Based Encoder Dec 4, 2024 Few-Shot Learning Object Recognition
Code Code Available 