Simulated Annealing in Early Layers Leads to Better Generalization Apr 10, 2023 Few-Shot Learning Transfer Learning
Code Code Available Federated Few-shot Learning for Cough Classification with Edge Devices Sep 3, 2023 Cough Classification Federated Learning
Code Code Available FAST: A Dual-tier Few-Shot Learning Paradigm for Whole Slide Image Classification Sep 29, 2024 Classification Few-Shot Learning
Code Code Available Boosting Point-BERT by Multi-choice Tokens Jul 27, 2022 Few-Shot Learning Language Modeling
Code Code Available Few-Shot Learning with Localization in Realistic Settings Apr 9, 2019 Few-Shot Learning Meta-Learning
Code Code Available E-Sort: Empowering End-to-end Neural Network for Multi-channel Spike Sorting with Transfer Learning and Fast Post-processing Sep 19, 2024 Few-Shot Learning Spike Sorting
Code Code Available Extensively Matching for Few-shot Learning Event Detection Jun 17, 2020 Event Detection Few-Shot Learning
Code Code Available Exploring the Similarity of Representations in Model-Agnostic Meta-Learning May 12, 2021 Few-Shot Learning Meta-Learning
Code Code Available ALPaCA vs. GP-based Prior Learning: A Comparison between two Bayesian Meta-Learning Algorithms Oct 15, 2020 Few-Shot Learning Meta-Learning
Code Code Available Coloring With Limited Data: Few-Shot Colorization via Memory Augmented Networks Jun 1, 2019 Colorization Few-Shot Learning
Code Code Available Universal Music Representations? Evaluating Foundation Models on World Music Corpora Jun 20, 2025 Benchmarking Few-Shot Learning
Code Code Available Alleviating Exposure Bias via Multi-level Contrastive Learning and Deviation Simulation in Abstractive Summarization May 3, 2023 Abstractive Text Summarization Contrastive Learning
Code Code Available Exploring the Readiness of Prominent Small Language Models for the Democratization of Financial Literacy Oct 9, 2024 Few-Shot Learning Question Answering
Code Code Available 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 Can In-context Learners Learn a Reasoning Concept from Demonstrations? Dec 3, 2022 Few-Shot Learning In-Context Learning
Code Code Available Pragmatic Competence Evaluation of Large Language Models for the Korean Language Mar 19, 2024 Few-Shot Learning Multiple-choice
Code Code Available CoLLIE: Continual Learning of Language Grounding from Language-Image Embeddings Nov 15, 2021 Continual Learning Few-Shot Learning
Code Code Available Predicting the Accuracy of a Few-Shot Classifier Jul 8, 2020 Few-Shot Learning
Code Code Available A Transductive Multi-Head Model for Cross-Domain Few-Shot Learning Jun 8, 2020 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Small Sample Hyperspectral Image Classification Based on the Random Patches Network and Recursive Filtering Feb 23, 2023 Classification Dimensionality Reduction
Code Code Available Pre-Finetuning for Few-Shot Emotional Speech Recognition Feb 24, 2023 Few-Shot Learning speech-recognition
Code Code Available Preserving Fine-Grain Feature Information in Classification via Entropic Regularization Aug 7, 2022 Classification Diversity
Code Code Available Towards Cross-Lingual Audio Abuse Detection in Low-Resource Settings with Few-Shot Learning Dec 2, 2024 Abuse Detection Abusive Language
Code Code Available Pre-trained Recommender Systems: A Causal Debiasing Perspective Oct 30, 2023 Few-Shot Learning Recommendation Systems
Code Code Available Pre-trained Token-replaced Detection Model as Few-shot Learner Mar 7, 2022 Few-Shot Learning Sentence
Code Code Available SMILe: Scalable Meta Inverse Reinforcement Learning through Context-Conditional Policies Dec 1, 2019 continuous-control Continuous Control
Code Code Available Exploring Self-Supervised Vision Transformers for Deepfake Detection: A Comparative Analysis May 1, 2024 DeepFake Detection Face Swapping
Code Code Available Exploring Cross-Domain Few-Shot Classification via Frequency-Aware Prompting Jun 24, 2024 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Exploiting Causality Signals in Medical Images: A Pilot Study with Empirical Results Sep 19, 2023 Few-Shot Learning
Code Code Available Smoothed Embeddings for Certified Few-Shot Learning Feb 2, 2022 Adversarial Robustness Few-Shot Learning
Code Code Available Collect and Select: Semantic Alignment Metric Learning for Few-Shot Learning Oct 1, 2019 Few-Shot Learning Metric Learning
Code Code Available EVA-X: A Foundation Model for General Chest X-ray Analysis with Self-supervised Learning May 8, 2024 Few-Shot Learning Self-Supervised Learning
Code Code Available Privacy Enhancement for Cloud-Based Few-Shot Learning May 10, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available A Task-aware Dual Similarity Network for Fine-grained Few-shot Learning Oct 22, 2022 Few-Shot Learning
Code Code Available A Few-Shot Attention Recurrent Residual U-Net for Crack Segmentation Mar 2, 2023 Crack Segmentation Few-Shot Learning
Code Code Available COCA: Classifier-Oriented Calibration via Textual Prototype for Source-Free Universal Domain Adaptation Aug 21, 2023 Domain Adaptation Few-Shot Learning
Code Code Available Procedural Text Mining with Large Language Models Oct 5, 2023 Few-Shot Learning In-Context Learning
Code Code Available Solving the Baby Intuitions Benchmark with a Hierarchically Bayesian Theory of Mind Aug 4, 2022 Few-Shot Learning Imitation Learning
Code Code Available Coarse-To-Fine Incremental Few-Shot Learning Nov 24, 2021 class-incremental learning Class Incremental Learning
Code Code Available Program synthesis performance constrained by non-linear spatial relations in Synthetic Visual Reasoning Test Nov 18, 2019 Few-Shot Learning Program Synthesis
Code Code Available Evaluating the fairness of task-adaptive pretraining on unlabeled test data before few-shot text classification Sep 30, 2024 Fairness Few-Shot Learning
Code Code Available A Feature Generator for Few-Shot Learning Sep 21, 2024 Few-Shot Learning
Code Code Available A Tale of Pronouns: Interpretability Informs Gender Bias Mitigation for Fairer Instruction-Tuned Machine Translation Oct 18, 2023 Fairness Few-Shot Learning
Code Code Available Evaluating and Improving Graph to Text Generation with Large Language Models Jan 24, 2025 Diversity Few-Shot Learning
Code Code Available Coarsely-Labeled Data for Better Few-Shot Transfer Jan 1, 2021 Few-Shot Learning Representation Learning
Code Code Available C-Norm: a neural approach to few-shot entity normalization Dec 29, 2020 Few-Shot Learning Medical Concept Normalization
Code Code Available Clustered-patch Element Connection for Few-shot Learning Apr 20, 2023 Few-Shot Learning Few-Shot Semantic Segmentation
Code Code Available SpatialFormer: Semantic and Target Aware Attentions for Few-Shot Learning Mar 15, 2023 Few-Shot Learning
Code Code Available PromptDA: Label-guided Data Augmentation for Prompt-based Few-shot Learners May 18, 2022 Data Augmentation Few-Shot Learning
Code Code Available A Large Encoder-Decoder Family of Foundation Models For Chemical Language Jul 24, 2024 Decoder Few-Shot Learning
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