Browse State-of-the-Art › Few-Shot Learning › Papers, page 18
Few-Shot Learning
Papers archive 2025-07-28
archive papers tagged: 2,964 · with a code link: 1,297 · where Syntology ran a sample: 373 (306 with a run with no instrument failure, 67 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (373 of 2,964 tagged: 306 with a run with no instrument failure, 67 where every run was a failure of Syntology's instrument)
Page 18 of 30: papers 1,701 to 1,800 of 2,964, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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Meta In-Context Learning Makes Large Language Models Better Zero and Few-Shot Relation Extractors27 Apr 2024 0 repositories listed
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Empowering Large Language Models for Textual Data Augmentation26 Apr 2024 0 repositories listed
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Meta-Transfer Derm-Diagnosis: Exploring Few-Shot Learning and Transfer Learning for Skin Disease Classification in Long-Tail Distribution25 Apr 2024 0 repositories listed
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A comprehensive and easy-to-use multi-domain multi-task medical imaging meta-dataset (MedIMeta)24 Apr 2024 0 repositories listed
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Beyond Deepfake Images: Detecting AI-Generated Videos24 Apr 2024 0 repositories listed
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Graph Machine Learning in the Era of Large Language Models (LLMs)23 Apr 2024 0 repositories listed
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Identifying Fairness Issues in Automatically Generated Testing Content23 Apr 2024 0 repositories listed
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Text-dependent Speaker Verification (TdSV) Challenge 2024: Challenge Evaluation Plan20 Apr 2024 0 repositories listed
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Stance Detection on Social Media with Fine-Tuned Large Language Models18 Apr 2024 0 repositories listed
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Many-Shot In-Context Learning17 Apr 2024 0 repositories listed
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CryoMAE: Few-Shot Cryo-EM Particle Picking with Masked Autoencoders15 Apr 2024 0 repositories listed
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Improving Recall of Large Language Models: A Model Collaboration Approach for Relational Triple Extraction15 Apr 2024 0 repositories listed
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GeMQuAD : Generating Multilingual Question Answering Datasets from Large Language Models using Few Shot Learning14 Apr 2024 0 repositories listed
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PM2: A New Prompting Multi-modal Model Paradigm for Few-shot Medical Image Classification13 Apr 2024 0 repositories listed
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ChatGPT and general-purpose AI count fruits in pictures surprisingly well12 Apr 2024 0 repositories listed
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Sketch-Plan-Generalize: Learning and Planning with Neuro-Symbolic Programmatic Representations for Inductive Spatial Concepts11 Apr 2024 0 repositories listed
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Using Few-Shot Learning to Classify Primary Lung Cancer and Other Malignancy with Lung Metastasis in Cytological Imaging via Endobronchial Ultrasound Procedures9 Apr 2024 0 repositories listed
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Few-Shot Object Detection: Research Advances and Challenges7 Apr 2024 0 repositories listed
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Robust Few-Shot Ensemble Learning with Focal Diversity-Based Pruning5 Apr 2024 0 repositories listed
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Negatives Make A Positive: An Embarrassingly Simple Approach to Semi-Supervised Few-Shot Learning4 Apr 2024 0 repositories listed
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Non-negative Subspace Feature Representation for Few-shot Learning in Medical Imaging3 Apr 2024 0 repositories listed
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SSwsrNet: A Semi-Supervised Few-Shot Learning Framework for Wireless Signal Recognition3 Apr 2024 0 repositories listed
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Class-Incremental Few-Shot Event Detection2 Apr 2024 0 repositories listed
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Is Meta-training Really Necessary for Molecular Few-Shot Learning ?2 Apr 2024 0 repositories listed
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30 Mar 2024 0 repositories listed
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MFORT-QA: Multi-hop Few-shot Open Rich Table Question Answering28 Mar 2024 0 repositories listed
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Cross-System Categorization of Abnormal Traces in Microservice-Based Systems via Meta-Learning27 Mar 2024 0 repositories listed
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PLOT-TAL -- Prompt Learning with Optimal Transport for Few-Shot Temporal Action Localization27 Mar 2024 0 repositories listed
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Real Acoustic Fields: An Audio-Visual Room Acoustics Dataset and Benchmark27 Mar 2024 0 repositories listed
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Automate Knowledge Concept Tagging on Math Questions with LLMs26 Mar 2024 0 repositories listed
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Boosting Few-Shot Learning with Disentangled Self-Supervised Learning and Meta-Learning for Medical Image Classification26 Mar 2024 0 repositories listed
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Using Domain Knowledge to Guide Dialog Structure Induction via Neural Probabilistic Soft Logic26 Mar 2024 0 repositories listed
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Exploring the Generalization of Cancer Clinical Trial Eligibility Classifiers Across Diseases25 Mar 2024 0 repositories listed
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SegICL: A Multimodal In-context Learning Framework for Enhanced Segmentation in Medical Imaging25 Mar 2024 0 repositories listed
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A Little Leak Will Sink a Great Ship: Survey of Transparency for Large Language Models from Start to Finish24 Mar 2024 0 repositories listed
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Boosting Few-Shot Learning via Attentive Feature Regularization23 Mar 2024 0 repositories listed
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Learning-to-Learn the Wave Angle Estimation21 Mar 2024 0 repositories listed
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Clinical information extraction for Low-resource languages with Few-shot learning using Pre-trained language models and Prompting20 Mar 2024 0 repositories listed
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LUWA Dataset: Learning Lithic Use-Wear Analysis on Microscopic Images19 Mar 2024 0 repositories listed
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Better (pseudo-)labels for semi-supervised instance segmentation18 Mar 2024 0 repositories listed
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CO3: Low-resource Contrastive Co-training for Generative Conversational Query Rewrite18 Mar 2024 0 repositories listed
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PARMESAN: Parameter-Free Memory Search and Transduction for Dense Prediction Tasks18 Mar 2024 0 repositories listed
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Towards Understanding the Relationship between In-context Learning and Compositional Generalization18 Mar 2024 0 repositories listed
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Mixture-of-Prompt-Experts for Multi-modal Semantic Understanding17 Mar 2024 0 repositories listed
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Investigating grammatical abstraction in language models using few-shot learning of novel noun gender15 Mar 2024 0 repositories listed
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On the low-shot transferability of [V]-Mamba15 Mar 2024 0 repositories listed
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Multi-Objective Optimization Using Adaptive Distributed Reinforcement Learning13 Mar 2024 0 repositories listed
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Search-based Optimisation of LLM Learning Shots for Story Point Estimation13 Mar 2024 0 repositories listed
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Segmentation of Knee Bones for Osteoarthritis Assessment: A Comparative Analysis of Supervised, Few-Shot, and Zero-Shot Learning Approaches13 Mar 2024 0 repositories listed
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Agile gesture recognition for low-power applications: customisation for generalisation12 Mar 2024 0 repositories listed
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MENTOR: Multilingual tExt detectioN TOward leaRning by analogy12 Mar 2024 0 repositories listed
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Rethinking ASTE: A Minimalist Tagging Scheme Alongside Contrastive Learning12 Mar 2024 0 repositories listed
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Evaluating the Energy Efficiency of Few-Shot Learning for Object Detection in Industrial Settings11 Mar 2024 0 repositories listed
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FewFedPIT: Towards Privacy-preserving and Few-shot Federated Instruction Tuning10 Mar 2024 0 repositories listed
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Few-shot Learning on Heterogeneous Graphs: Challenges, Progress, and Prospects10 Mar 2024 0 repositories listed
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Contrastive Augmented Graph2Graph Memory Interaction for Few Shot Continual Learning7 Mar 2024 0 repositories listed
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TEGEE: Task dEfinition Guided Expert Ensembling for Generalizable and Few-shot Learning7 Mar 2024 0 repositories listed
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Uncertainty-Aware Relational Graph Neural Network for Few-Shot Knowledge Graph Completion7 Mar 2024 0 repositories listed
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Boosting Meta-Training with Base Class Information for Few-Shot Learning6 Mar 2024 0 repositories listed
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Designing Informative Metrics for Few-Shot Example Selection6 Mar 2024 0 repositories listed
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Japanese-English Sentence Translation Exercises Dataset for Automatic Grading6 Mar 2024 0 repositories listed
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On Transfer in Classification: How Well do Subsets of Classes Generalize?6 Mar 2024 0 repositories listed
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Zero-Shot Cross-Lingual Document-Level Event Causality Identification with Heterogeneous Graph Contrastive Transfer Learning5 Mar 2024 0 repositories listed
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Analyzing and Adapting Large Language Models for Few-Shot Multilingual NLU: Are We There Yet?4 Mar 2024 0 repositories listed
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How does Architecture Influence the Base Capabilities of Pre-trained Language Models? A Case Study Based on FFN-Wider and MoE Transformers4 Mar 2024 0 repositories listed
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Leveraging Weakly Annotated Data for Hate Speech Detection in Code-Mixed Hinglish: A Feasibility-Driven Transfer Learning Approach with Large Language Models4 Mar 2024 0 repositories listed
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TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language Models4 Mar 2024 0 repositories listed
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Transformers for Supervised Online Continual Learning3 Mar 2024 0 repositories listed
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FORML: A Riemannian Hessian-free Method for Meta-learning on Stiefel Manifolds28 Feb 2024 0 repositories listed
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Meta-Tasks: An alternative view on Meta-Learning Regularization27 Feb 2024 0 repositories listed
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Surgment: Segmentation-enabled Semantic Search and Creation of Visual Question and Feedback to Support Video-Based Surgery Learning27 Feb 2024 0 repositories listed
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Few-Shot Learning for Annotation-Efficient Nucleus Instance Segmentation26 Feb 2024 0 repositories listed
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Intelligent Known and Novel Aircraft Recognition -- A Shift from Classification to Similarity Learning for Combat Identification26 Feb 2024 0 repositories listed
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Dental Severity Assessment through Few-shot Learning and SBERT Fine-tuning24 Feb 2024 0 repositories listed
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TREC: APT Tactic / Technique Recognition via Few-Shot Provenance Subgraph Learning23 Feb 2024 0 repositories listed
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CLCE: An Approach to Refining Cross-Entropy and Contrastive Learning for Optimized Learning Fusion22 Feb 2024 0 repositories listed
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Small Language Models as Effective Guides for Large Language Models in Chinese Relation Extraction22 Feb 2024 0 repositories listed
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How Important is Domain Specificity in Language Models and Instruction Finetuning for Biomedical Relation Extraction?21 Feb 2024 0 repositories listed
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VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models21 Feb 2024 0 repositories listed
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Few-shot clinical entity recognition in English, French and Spanish: masked language models outperform generative model prompting20 Feb 2024 0 repositories listed
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OPDAI at SemEval-2024 Task 6: Small LLMs can Accelerate Hallucination Detection with Weakly Supervised Data20 Feb 2024 0 repositories listed
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DeepCode AI Fix: Fixing Security Vulnerabilities with Large Language Models19 Feb 2024 0 repositories listed
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Prompt-Based Bias Calibration for Better Zero/Few-Shot Learning of Language Models15 Feb 2024 0 repositories listed
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How Secure Are Large Language Models (LLMs) for Navigation in Urban Environments?14 Feb 2024 0 repositories listed
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Few-Shot Learning with Uncertainty-based Quadruplet Selection for Interference Classification in GNSS Data9 Feb 2024 0 repositories listed
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Beyond DAGs: A Latent Partial Causal Model for Multimodal Learning9 Feb 2024 0 repositories listed
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Advancing Video Anomaly Detection: A Concise Review and a New Dataset7 Feb 2024 0 repositories listed
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L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models7 Feb 2024 0 repositories listed
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Exploring Low-Resource Medical Image Classification with Weakly Supervised Prompt Learning6 Feb 2024 0 repositories listed
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Automatic Combination of Sample Selection Strategies for Few-Shot Learning5 Feb 2024 0 repositories listed
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A Complete Survey on Contemporary Methods, Emerging Paradigms and Hybrid Approaches for Few-Shot Learning5 Feb 2024 0 repositories listed
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Enhancing the efficiency of protein language models with minimal wet-lab data through few-shot learning3 Feb 2024 0 repositories listed
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SynthDST: Synthetic Data is All You Need for Few-Shot Dialog State Tracking3 Feb 2024 0 repositories listed
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EEG-GPT: Exploring Capabilities of Large Language Models for EEG Classification and Interpretation31 Jan 2024 0 repositories listed
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Episodic-free Task Selection for Few-shot Learning31 Jan 2024 0 repositories listed
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From Random to Informed Data Selection: A Diversity-Based Approach to Optimize Human Annotation and Few-Shot Learning24 Jan 2024 0 repositories listed
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Growing from Exploration: A self-exploring framework for robots based on foundation models24 Jan 2024 0 repositories listed
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It's About Time: Incorporating Temporality in Retrieval Augmented Language Models24 Jan 2024 0 repositories listed
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LDCA: Local Descriptors with Contextual Augmentation for Few-Shot Learning24 Jan 2024 0 repositories listed
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Training microrobots to swim by a large language model21 Jan 2024 0 repositories listed