MEAL: Stable and Active Learning for Few-Shot Prompting Nov 15, 2022 Active Learning Few-Shot Learning
Code Code Available Measuring Dataset Granularity Dec 21, 2019 Clustering Few-Shot Learning
Code Code Available Unsupervised Attention Mechanism across Neural Network Layers Feb 27, 2019 Few-Shot Learning Image Classification
Code Code Available Regularization of Distinct Strategies for Unsupervised Question Generation Nov 1, 2020 Few-Shot Learning Question Answering
Code Code Available Measuring the Robustness of NLP Models to Domain Shifts May 31, 2023 Few-Shot Learning In-Context Learning
Code Code Available Regularized Contrastive Pre-training for Few-shot Bioacoustic Sound Detection Sep 16, 2023 Event Detection Few-Shot Learning
Code Code Available Interactive Symbol Grounding with Complex Referential Expressions Jul 1, 2022 Few-Shot Learning Negation
Code Code Available Intelligence, physics and information -- the tradeoff between accuracy and simplicity in machine learning Jan 11, 2020 BIG-bench Machine Learning Causal Discovery
Code Code Available MEDFORM: A Foundation Model for Contrastive Learning of CT Imaging and Clinical Numeric Data in Multi-Cancer Analysis Jan 22, 2025 Cancer Classification Computed Tomography (CT)
Code Code Available Dynamic Sub-Cluster-Aware Network for Few-Shot Skin Disease Classification Jul 3, 2022 Classification Clustering
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 Subspace Adaptation Prior for Few-Shot Learning Oct 13, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Instance Selection Mechanisms for Human-in-the-Loop Systems in Few-Shot Learning Jul 14, 2022 BIG-bench Machine Learning Few-Shot Learning
Code Code Available Reinforcement Learning for Few-Shot Text Generation Adaptation Nov 22, 2021 Diversity Domain Adaptation
Code Code Available Regression Networks for Meta-Learning Few-Shot Classification May 31, 2019 Classification Few-Shot Learning
Code Code Available DEff-GAN: Diverse Attribute Transfer for Few-Shot Image Synthesis Feb 28, 2023 Attribute Diversity
Code Code Available A separability-based approach to quantifying generalization: which layer is best? May 2, 2024 Domain Adaptation Domain Generalization
Code Code Available Memory-Efficient Fine-Tuning of Transformers via Token Selection Jan 31, 2025 Few-Shot Learning Question Answering
Code Code Available Relation Extraction as Open-book Examination: Retrieval-enhanced Prompt Tuning May 4, 2022 Few-Shot Learning Memorization
Code Code Available Relation Extraction in underexplored biomedical domains: A diversity-optimised sampling and synthetic data generation approach Nov 10, 2023 Diversity Drug Discovery
Code Code Available Certification of Speaker Recognition Models to Additive Perturbations Apr 29, 2024 Few-Shot Learning Speaker Recognition
Code Code Available MenuCraft: Interactive Menu System Design with Large Language Models Mar 8, 2023 Few-Shot Learning In-Context Learning
Code Code Available Remote Task-oriented Grasp Area Teaching By Non-Experts through Interactive Segmentation and Few-Shot Learning Mar 17, 2023 Few-Shot Learning Interactive Segmentation
Code Code Available Are Few-Shot Learning Benchmarks too Simple ? Solving them without Task Supervision at Test-Time Feb 22, 2019 Clustering Few-Shot Learning
Code Code Available Reordering Examples Helps during Priming-based Few-Shot Learning Jun 3, 2021 Few-Shot Learning Natural Language Inference
Code Code Available Instance-level Few-shot Learning with Class Hierarchy Mining Apr 15, 2023 Few-shot Instance Segmentation Few-Shot Learning
Code Code Available CANet: Class-Agnostic Segmentation Networks with Iterative Refinement and Attentive Few-Shot Learning Mar 6, 2019 Few-Shot Learning Few-Shot Semantic Segmentation
Code Code Available Meta-Adapters: Parameter Efficient Few-shot Fine-tuning through Meta-Learning Sep 19, 2022 Few-Shot Learning Meta-Learning
Code Code Available Instance-aware Prompt Learning for Language Understanding and Generation Jan 18, 2022 Few-Shot Learning Prompt Learning
Code Code Available Supervision and Source Domain Impact on Representation Learning: A Histopathology Case Study May 10, 2020 Dimensionality Reduction Domain Generalization
Code Code Available Is LLM an Overconfident Judge? Unveiling the Capabilities of LLMs in Detecting Offensive Language with Annotation Disagreement Feb 10, 2025 Binary Classification Decision Making
Code Code Available Defensive Few-shot Learning Nov 16, 2019 Adversarial Defense Few-Shot Learning
Code Code Available SIP: Injecting a Structural Inductive Bias into a Seq2Seq Model by Simulation Oct 1, 2023 Few-Shot Learning Inductive Bias
Code Code Available Towards Enabling Meta-Learning from Target Models Apr 8, 2021 Few-Shot Learning Inductive Bias
Code Code Available Cancer Vaccine Adjuvant Name Recognition from Biomedical Literature using Large Language Models Feb 12, 2025 Few-Shot Learning Large Language Model
Code Code Available Meta-Curvature Feb 9, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Repurposing Pretrained Models for Robust Out-of-domain Few-Shot Learning Mar 16, 2021 Few-Shot Learning Meta-Learning
Code Code Available Argument Mining in Data Scarce Settings: Cross-lingual Transfer and Few-shot Techniques Jul 4, 2024 Argument Mining Cross-Lingual Transfer
Code Code Available Inferring Latent Class Statistics from Text for Robust Visual Few-Shot Learning Nov 24, 2023 Few-Shot Learning
Code Code Available Deep Content Understanding Toward Entity and Aspect Target Sentiment Analysis on Foundation Models Jul 4, 2024 Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA)
Code Code Available RelationNet2: Deep Comparison Columns for Few-Shot Learning Nov 17, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available A Baseline for Few-Shot Image Classification Sep 6, 2019 Classification Few-Shot Image Classification
Code Code Available 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 Decoder Choice Network for Meta-Learning Sep 25, 2019 Decoder Ensemble Learning
Code Code Available Incremental Few-Shot Learning with Attention Attractor Networks Oct 16, 2018 Few-Shot Learning General Classification
Code Code Available In-context Learning and Gradient Descent Revisited Nov 13, 2023 Few-Shot Learning In-Context Learning
Code Code Available Meta Fine-Tuning Neural Language Models for Multi-Domain Text Mining Mar 29, 2020 Few-Shot Learning Language Modeling
Code Code Available Dealing With Heterogeneous 3D MR Knee Images: A Federated Few-Shot Learning Method With Dual Knowledge Distillation Mar 25, 2023 Federated Learning Few-Shot Learning
Code Code Available MetaGAD: Meta Representation Adaptation for Few-Shot Graph Anomaly Detection May 18, 2023 Anomaly Detection Few-Shot Learning
Code Code Available Swiss DINO: Efficient and Versatile Vision Framework for On-device Personal Object Search Jul 10, 2024 Few-Shot Learning GPU
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