Browse State-of-the-Art › Few-Shot Learning › Papers, page 16
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 16 of 30: papers 1,501 to 1,600 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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Graph-DPEP: Decomposed Plug and Ensemble Play for Few-Shot Document Relation Extraction with Graph-of-Thoughts Reasoning5 Nov 2024 0 repositories listed
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Leveraging Vision-Language Models for Manufacturing Feature Recognition in CAD Designs5 Nov 2024 0 repositories listed
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Meta-Exploiting Frequency Prior for Cross-Domain Few-Shot Learning3 Nov 2024 0 repositories listed
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Fast Adaptation with Kernel and Gradient based Meta Leaning1 Nov 2024 0 repositories listed
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Large Language Models for Patient Comments Multi-Label Classification31 Oct 2024 0 repositories listed
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Contextual Representation Anchor Network to Alleviate Selection Bias in Few-Shot Drug Discovery28 Oct 2024 0 repositories listed
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LLM-Forest: Ensemble Learning of LLMs with Graph-Augmented Prompts for Data Imputation28 Oct 2024 0 repositories listed
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Video to Video Generative Adversarial Network for Few-shot Learning Based on Policy Gradient28 Oct 2024 0 repositories listed
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Prompt Diffusion Robustifies Any-Modality Prompt Learning26 Oct 2024 0 repositories listed
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Vulnerability of LLMs to Vertically Aligned Text Manipulations26 Oct 2024 0 repositories listed
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Integrating Large Language Models with Internet of Things Applications25 Oct 2024 0 repositories listed
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Tailored-LLaMA: Optimizing Few-Shot Learning in Pruned LLaMA Models with Task-Specific Prompts24 Oct 2024 0 repositories listed
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Exploring structure diversity in atomic resolution microscopy with graph neural networks23 Oct 2024 0 repositories listed
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Composing Diffusion Policies for Few-shot Learning of Movement Trajectories22 Oct 2024 0 repositories listed
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Context-aware Prompt Tuning: Advancing In-Context Learning with Adversarial Methods22 Oct 2024 0 repositories listed
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Federated Learning with MMD-based Early Stopping for Adaptive GNSS Interference Classification21 Oct 2024 0 repositories listed
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MI-VisionShot: Few-shot adaptation of vision-language models for slide-level classification of histopathological images21 Oct 2024 0 repositories listed
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EPIC: Efficient Position-Independent Caching for Serving Large Language Models20 Oct 2024 0 repositories listed
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FoMo: A Foundation Model for Mobile Traffic Forecasting with Diffusion Model20 Oct 2024 0 repositories listed
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A Prompt Refinement-based Large Language Model for Metro Passenger Flow Forecasting under Delay Conditions19 Oct 2024 0 repositories listed
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iFuzzyTL: Interpretable Fuzzy Transfer Learning for SSVEP BCI System16 Oct 2024 0 repositories listed
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A Stochastic Approach to Bi-Level Optimization for Hyperparameter Optimization and Meta Learning14 Oct 2024 0 repositories listed
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Cross-Modal Few-Shot Learning: a Generative Transfer Learning Framework14 Oct 2024 0 repositories listed
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KNN Transformer with Pyramid Prompts for Few-Shot Learning14 Oct 2024 0 repositories listed
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Neural networks that overcome classic challenges through practice14 Oct 2024 0 repositories listed
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Large Model for Small Data: Foundation Model for Cross-Modal RF Human Activity Recognition13 Oct 2024 0 repositories listed
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Context-Aware SQL Error Correction Using Few-Shot Learning -- A Novel Approach Based on NLQ, Error, and SQL Similarity11 Oct 2024 0 repositories listed
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Cross-Domain Evaluation of Few-Shot Classification Models: Natural Images vs. Histopathological Images11 Oct 2024 0 repositories listed
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Score Neural Operator: A Generative Model for Learning and Generalizing Across Multiple Probability Distributions11 Oct 2024 0 repositories listed
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Can Looped Transformers Learn to Implement Multi-step Gradient Descent for In-context Learning?10 Oct 2024 0 repositories listed
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DemoShapley: Valuation of Demonstrations for In-Context Learning10 Oct 2024 0 repositories listed
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DCP: Learning Accelerator Dataflow for Neural Network via Propagation9 Oct 2024 0 repositories listed
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Investigating Cost-Efficiency of LLM-Generated Training Data for Conversational Semantic Frame Analysis9 Oct 2024 0 repositories listed
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On The Relationship between Visual Anomaly-free and Anomalous Representations9 Oct 2024 0 repositories listed
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Bridging Modalities: Enhancing Cross-Modality Hate Speech Detection with Few-Shot In-Context Learning8 Oct 2024 0 repositories listed
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ConML: A Universal Meta-Learning Framework with Task-Level Contrastive Learning8 Oct 2024 0 repositories listed
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Generating Synthetic Datasets for Few-shot Prompt Tuning8 Oct 2024 0 repositories listed
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Manual Verbalizer Enrichment for Few-Shot Text Classification8 Oct 2024 0 repositories listed
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Neural-Bayesian Program Learning for Few-shot Dialogue Intent Parsing8 Oct 2024 0 repositories listed
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A Cross-Lingual Meta-Learning Method Based on Domain Adaptation for Speech Emotion Recognition6 Oct 2024 0 repositories listed
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Adaptive Masking Enhances Visual Grounding4 Oct 2024 0 repositories listed
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CalliffusionV2: Personalized Natural Calligraphy Generation with Flexible Multi-modal Control3 Oct 2024 0 repositories listed
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SAFLEX: Self-Adaptive Augmentation via Feature Label Extrapolation3 Oct 2024 0 repositories listed
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Auto-Demo Prompting: Leveraging Generated Outputs as Demonstrations for Enhanced Batch Prompting2 Oct 2024 0 repositories listed
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Towards a vision foundation model for comprehensive assessment of Cardiac MRI2 Oct 2024 0 repositories listed
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From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems1 Oct 2024 0 repositories listed
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Intelligent Repetition Counting for Unseen Exercises: A Few-Shot Learning Approach with Sensor Signals1 Oct 2024 0 repositories listed
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PALM: Few-Shot Prompt Learning for Audio Language Models29 Sep 2024 0 repositories listed
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Model X-Ray: Detection of Hidden Malware in AI Model Weights using Few Shot Learning28 Sep 2024 0 repositories listed
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Packet Inspection Transformer: A Self-Supervised Journey to Unseen Malware Detection with Few Samples26 Sep 2024 0 repositories listed
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RmGPT: Rotating Machinery Generative Pretrained Model26 Sep 2024 0 repositories listed
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A Few Hypocrites: Few-Shot Learning and Subtype Definitions for Detecting Hypocrisy Accusations in Online Climate Change Debates25 Sep 2024 0 repositories listed
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Block Expanded DINORET: Adapting Natural Domain Foundation Models for Retinal Imaging Without Catastrophic Forgetting25 Sep 2024 0 repositories listed
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Disentangling Questions from Query Generation for Task-Adaptive Retrieval25 Sep 2024 0 repositories listed
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PeerArg: Argumentative Peer Review with LLMs25 Sep 2024 0 repositories listed
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EvoFA: Evolvable Fast Adaptation for EEG Emotion Recognition24 Sep 2024 0 repositories listed
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Generative AI Is Not Ready for Clinical Use in Patient Education for Lower Back Pain Patients, Even With Retrieval-Augmented Generation23 Sep 2024 0 repositories listed
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Hierarchical end-to-end autonomous navigation through few-shot waypoint detection23 Sep 2024 0 repositories listed
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Privacy Policy Analysis through Prompt Engineering for LLMs23 Sep 2024 0 repositories listed
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A Distribution-Aware Flow-Matching for Generating Unstructured Data for Few-Shot Reinforcement Learning21 Sep 2024 0 repositories listed
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Across-Game Engagement Modelling via Few-Shot Learning19 Sep 2024 0 repositories listed
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Are Large Language Models Good Essay Graders?19 Sep 2024 0 repositories listed
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Efficacy of Synthetic Data as a Benchmark18 Sep 2024 0 repositories listed
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Few-Shot Class-Incremental Learning with Non-IID Decentralized Data18 Sep 2024 0 repositories listed
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Few-Shot Learning Approach on Tuberculosis Classification Based on Chest X-Ray Images18 Sep 2024 0 repositories listed
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Mixture of Prompt Learning for Vision Language Models18 Sep 2024 0 repositories listed
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FSL-HDnn: A 5.7 TOPS/W End-to-end Few-shot Learning Classifier Accelerator with Feature Extraction and Hyperdimensional Computing17 Sep 2024 0 repositories listed
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Towards Novel Malicious Packet Recognition: A Few-Shot Learning Approach17 Sep 2024 0 repositories listed
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Reading ability detection using eye-tracking data with LSTM-based few-shot learning13 Sep 2024 0 repositories listed
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Efficient and Reliable Vector Similarity Search Using Asymmetric Encoding with NAND-Flash for Many-Class Few-Shot Learning12 Sep 2024 0 repositories listed
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Music auto-tagging in the long tail: A few-shot approach12 Sep 2024 0 repositories listed
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Towards a graph-based foundation model for network traffic analysis12 Sep 2024 0 repositories listed
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Few-Shot Learning: Expanding ID Cards Presentation Attack Detection to Unknown ID Countries10 Sep 2024 0 repositories listed
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Automated Data Augmentation for Few-Shot Time Series Forecasting: A Reinforcement Learning Approach Guided by a Model Zoo10 Sep 2024 0 repositories listed
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Predicting Electricity Consumption with Random Walks on Gaussian Processes9 Sep 2024 0 repositories listed
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Proto-OOD: Enhancing OOD Object Detection with Prototype Feature Similarity9 Sep 2024 0 repositories listed
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GS-PT: Exploiting 3D Gaussian Splatting for Comprehensive Point Cloud Understanding via Self-supervised Learning8 Sep 2024 0 repositories listed
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Large Margin Prototypical Network for Few-shot Relation Classification with Fine-grained Features6 Sep 2024 0 repositories listed
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Exploring Sentiment Dynamics and Predictive Behaviors in Cryptocurrency Discussions by Few-Shot Learning with Large Language Models4 Sep 2024 0 repositories listed
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Visually Grounded Speech Models for Low-resource Languages and Cognitive Modelling3 Sep 2024 0 repositories listed
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Local Descriptors Weighted Adaptive Threshold Filtering For Few-Shot Learning28 Aug 2024 0 repositories listed
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Cross-Modal Learning for Chemistry Property Prediction: Large Language Models Meet Graph Machine Learning27 Aug 2024 0 repositories listed
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Beyond Few-shot Object Detection: A Detailed Survey26 Aug 2024 0 repositories listed
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Feature Aligning Few shot Learning Method Using Local Descriptors Weighted Rules26 Aug 2024 0 repositories listed
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3D-VirtFusion: Synthetic 3D Data Augmentation through Generative Diffusion Models and Controllable Editing25 Aug 2024 0 repositories listed
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Few-Shot Histopathology Image Classification: Evaluating State-of-the-Art Methods and Unveiling Performance Insights25 Aug 2024 0 repositories listed
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Revisiting the Exit from Nuclear Energy in Germany with NLP25 Aug 2024 0 repositories listed
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FungiTastic: A multi-modal dataset and benchmark for image categorization24 Aug 2024 0 repositories listed
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Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning22 Aug 2024 0 repositories listed
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Making Large Vision Language Models to be Good Few-shot Learners21 Aug 2024 0 repositories listed
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Self-Refined Generative Foundation Models for Wireless Traffic Prediction19 Aug 2024 0 repositories listed
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Towards Few-Shot Learning in the Open World: A Review and Beyond19 Aug 2024 0 repositories listed
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An Efficient and Explainable Transformer-Based Few-Shot Learning for Modeling Electricity Consumption Profiles Across Thousands of Domains15 Aug 2024 0 repositories listed
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Predictive uncertainty estimation in deep learning for lung carcinoma classification in digital pathology under real dataset shifts15 Aug 2024 0 repositories listed
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Large Language Models Prompting With Episodic Memory14 Aug 2024 0 repositories listed
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A Simple Task-aware Contrastive Local Descriptor Selection Strategy for Few-shot Learning between inter class and intra class12 Aug 2024 0 repositories listed
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Correlation Weighted Prototype-based Self-Supervised One-Shot Segmentation of Medical Images12 Aug 2024 0 repositories listed
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FLEURS-R: A Restored Multilingual Speech Corpus for Generation Tasks12 Aug 2024 0 repositories listed
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Semi-Supervised One-Shot Imitation Learning9 Aug 2024 0 repositories listed