Browse State-of-the-Art › Few-Shot Learning › Papers, page 15
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 15 of 30: papers 1,401 to 1,500 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.
-
Learning to Animate Images from A Few Videos to Portray Delicate Human Actions1 Mar 2025 0 repositories listed
-
LADs: Leveraging LLMs for AI-Driven DevOps28 Feb 2025 0 repositories listed
-
An Autonomous Network Orchestration Framework Integrating Large Language Models with Continual Reinforcement Learning22 Feb 2025 0 repositories listed
-
A Similarity Paradigm Through Textual Regularization Without Forgetting20 Feb 2025 0 repositories listed
-
Retrieving Versus Understanding Extractive Evidence in Few-Shot Learning19 Feb 2025 0 repositories listed
-
RM-PoT: Reformulating Mathematical Problems and Solving via Program of Thoughts18 Feb 2025 0 repositories listed
-
SEM-CLIP: Precise Few-Shot Learning for Nanoscale Defect Detection in Scanning Electron Microscope Image15 Feb 2025 0 repositories listed
-
A Hybrid Model for Few-Shot Text Classification Using Transfer and Meta-Learning13 Feb 2025 0 repositories listed
-
WatchGuardian: Enabling User-Defined Personalized Just-in-Time Intervention on Smartwatch9 Feb 2025 0 repositories listed
-
Transforming Multimodal Models into Action Models for Radiotherapy6 Feb 2025 0 repositories listed
-
OmniRL: In-Context Reinforcement Learning by Large-Scale Meta-Training in Randomized Worlds5 Feb 2025 0 repositories listed
-
RoboGrasp: A Universal Grasping Policy for Robust Robotic Control5 Feb 2025 0 repositories listed
-
An Analysis of LLM Fine-Tuning and Few-Shot Learning for Flaky Test Detection and Classification4 Feb 2025 0 repositories listed
-
Can LLMs Assist Annotators in Identifying Morality Frames? -- Case Study on Vaccination Debate on Social Media4 Feb 2025 0 repositories listed
-
Learning to Learn Weight Generation via Local Consistency Diffusion3 Feb 2025 0 repositories listed
-
Differentially Private In-context Learning via Sampling Few-shot Mixed with Zero-shot Outputs31 Jan 2025 0 repositories listed
-
Memory-Efficient Fine-Tuning of Transformers via Token Selection31 Jan 2025 0 repositories listed
-
ISAM-MTL: Cross-subject multi-task learning model with identifiable spikes and associative memory networks30 Jan 2025 0 repositories listed
-
AdaSemSeg: An Adaptive Few-shot Semantic Segmentation of Seismic Facies28 Jan 2025 0 repositories listed
-
Distilling Large Language Models for Network Active Queue Management28 Jan 2025 0 repositories listed
-
Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks28 Jan 2025 0 repositories listed
-
One Head Eight Arms: Block Matrix based Low Rank Adaptation for CLIP-based Few-Shot Learning28 Jan 2025 0 repositories listed
-
Evaluating Data Influence in Meta Learning27 Jan 2025 0 repositories listed
-
SampleLLM: Optimizing Tabular Data Synthesis in Recommendations27 Jan 2025 0 repositories listed
-
Complementary Subspace Low-Rank Adaptation of Vision-Language Models for Few-Shot Classification25 Jan 2025 0 repositories listed
-
CVOCSemRPL: Class-Variance Optimized Clustering, Semantic Information Injection and Restricted Pseudo Labeling based Improved Semi-Supervised Few-Shot Learning24 Jan 2025 0 repositories listed
-
24 Jan 2025 0 repositories listed
-
Adaptive Few-Shot Learning (AFSL): Tackling Data Scarcity with Stability, Robustness, and Versatility23 Jan 2025 0 repositories listed
-
Comprehensive Modeling and Question Answering of Cancer Clinical Practice Guidelines using LLMs23 Jan 2025 0 repositories listed
-
Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models23 Jan 2025 0 repositories listed
-
Adapting OpenAI's CLIP Model for Few-Shot Image Inspection in Manufacturing Quality Control: An Expository Case Study with Multiple Application Examples22 Jan 2025 0 repositories listed
-
Zero-shot and Few-shot Learning with Instruction-following LLMs for Claim Matching in Automated Fact-checking18 Jan 2025 0 repositories listed
-
Efficient Few-Shot Medical Image Analysis via Hierarchical Contrastive Vision-Language Learning16 Jan 2025 0 repositories listed
-
I Can Find You in Seconds! Leveraging Large Language Models for Code Authorship Attribution14 Jan 2025 0 repositories listed
-
A Comprehensive Evaluation of Large Language Models on Mental Illnesses in Arabic Context12 Jan 2025 0 repositories listed
-
An efficient approach to represent enterprise web application structure using Large Language Model in the service of Intelligent Quality Engineering12 Jan 2025 0 repositories listed
-
ActPC-Geom: Towards Scalable Online Neural-Symbolic Learning via Accelerating Active Predictive Coding with Information Geometry & Diverse Cognitive Mechanisms8 Jan 2025 0 repositories listed
-
RW-Net: Enhancing Few-Shot Point Cloud Classification with a Wavelet Transform Projection-based Network6 Jan 2025 0 repositories listed
-
Integrating Domain Knowledge into Large Language Models for Enhanced Fashion Recommendations3 Jan 2025 0 repositories listed
-
Online Meta-Learning Channel Autoencoder for Dynamic End-to-end Physical Layer Optimization3 Jan 2025 0 repositories listed
-
State-of-the-art AI-based Learning Approaches for Deepfake Generation and Detection, Analyzing Opportunities, Threading through Pros, Cons, and Future Prospects2 Jan 2025 0 repositories listed
-
ValuesRAG: Enhancing Cultural Alignment Through Retrieval-Augmented Contextual Learning2 Jan 2025 0 repositories listed
-
A3: Few-shot Prompt Learning of Unlearnable Examples with Cross-Modal Adversarial Feature Alignment1 Jan 2025 0 repositories listed
-
Adaptive Parameter Selection for Tuning Vision-Language Models1 Jan 2025 0 repositories listed
-
Hyperbolic Uncertainty-Aware Few-Shot Incremental Point Cloud Segmentation1 Jan 2025 0 repositories listed
-
MODA: Motion-Drift Augmentation for Inertial Human Motion Analysis1 Jan 2025 0 repositories listed
-
Text Augmented Correlation Transformer For Few-shot Classification & Segmentation1 Jan 2025 0 repositories listed
-
Cross-Modal Mapping: Mitigating the Modality Gap for Few-Shot Image Classification28 Dec 2024 0 repositories listed
-
Reconstruction Target Matters in Masked Image Modeling for Cross-Domain Few-Shot Learning26 Dec 2024 0 repositories listed
-
DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation24 Dec 2024 0 repositories listed
-
COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation23 Dec 2024 0 repositories listed
-
Cross-Modal Few-Shot Learning with Second-Order Neural Ordinary Differential Equations20 Dec 2024 0 repositories listed
-
20 Dec 2024 0 repositories listed
-
The Role of Recurrency in Image Segmentation for Noisy and Limited Sample Settings20 Dec 2024 0 repositories listed
-
Adaptive Prompt Tuning: Vision Guided Prompt Tuning with Cross-Attention for Fine-Grained Few-Shot Learning19 Dec 2024 0 repositories listed
-
Aspect-Based Few-Shot Learning17 Dec 2024 0 repositories listed
-
CRoF: CLIP-based Robust Few-shot Learning on Noisy Labels17 Dec 2024 0 repositories listed
-
NAVCON: A Cognitively Inspired and Linguistically Grounded Corpus for Vision and Language Navigation17 Dec 2024 0 repositories listed
-
How Can LLMs and Knowledge Graphs Contribute to Robot Safety? A Few-Shot Learning Approach16 Dec 2024 0 repositories listed
-
SAMIC: Segment Anything with In-Context Spatial Prompt Engineering16 Dec 2024 0 repositories listed
-
SAM-IF: Leveraging SAM for Incremental Few-Shot Instance Segmentation15 Dec 2024 0 repositories listed
-
LLM Distillation for Efficient Few-Shot Multiple Choice Question Answering13 Dec 2024 0 repositories listed
-
All You Need in Knowledge Distillation Is a Tailored Coordinate System12 Dec 2024 0 repositories listed
-
12 Dec 2024 0 repositories listed
-
SVasP: Self-Versatility Adversarial Style Perturbation for Cross-Domain Few-Shot Learning12 Dec 2024 0 repositories listed
-
Flexible and Scalable Deep Dendritic Spiking Neural Networks with Multiple Nonlinear Branching9 Dec 2024 0 repositories listed
-
SGIA: Enhancing Fine-Grained Visual Classification with Sequence Generative Image Augmentation9 Dec 2024 0 repositories listed
-
PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from Related Example Banks7 Dec 2024 0 repositories listed
-
A Federated Approach to Few-Shot Hate Speech Detection for Marginalized Communities6 Dec 2024 0 repositories listed
-
Diversity Over Quantity: A Lesson From Few Shot Relation Classification6 Dec 2024 0 repositories listed
-
PETapter: Leveraging PET-style classification heads for modular few-shot parameter-efficient fine-tuning6 Dec 2024 0 repositories listed
-
ALMA: Alignment with Minimal Annotation5 Dec 2024 0 repositories listed
-
Evolutionary Pre-Prompt Optimization for Mathematical Reasoning5 Dec 2024 0 repositories listed
-
The broader spectrum of in-context learning5 Dec 2024 0 repositories listed
-
Few-Shot Learning with Adaptive Weight Masking in Conditional GANs4 Dec 2024 0 repositories listed
-
A Novel Compact LLM Framework for Local, High-Privacy EHR Data Applications3 Dec 2024 0 repositories listed
-
Does Few-Shot Learning Help LLM Performance in Code Synthesis?3 Dec 2024 0 repositories listed
-
Unleashing In-context Learning of Autoregressive Models for Few-shot Image Manipulation2 Dec 2024 0 repositories listed
-
Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting1 Dec 2024 0 repositories listed
-
Enhancing AI microscopy for foodborne bacterial classification via adversarial domain adaptation across optical and biological variability29 Nov 2024 0 repositories listed
-
SAM-MPA: Applying SAM to Few-shot Medical Image Segmentation using Mask Propagation and Auto-prompting26 Nov 2024 0 repositories listed
-
Enhancing Few-Shot Learning with Integrated Data and GAN Model Approaches25 Nov 2024 0 repositories listed
-
Low-Data Classification of Historical Music Manuscripts: A Few-Shot Learning Approach25 Nov 2024 0 repositories listed
-
Beyond Data Scarcity: A Frequency-Driven Framework for Zero-Shot Forecasting24 Nov 2024 0 repositories listed
-
Comparative Analysis of Resource-Efficient CNN Architectures for Brain Tumor Classification23 Nov 2024 0 repositories listed
-
Point Cloud Understanding via Attention-Driven Contrastive Learning22 Nov 2024 0 repositories listed
-
AdaptAgent: Adapting Multimodal Web Agents with Few-Shot Learning from Human Demonstrations20 Nov 2024 0 repositories listed
-
Prototype Optimization with Neural ODE for Few-Shot Learning19 Nov 2024 0 repositories listed
-
Hyperspectral Imaging-Based Grain Quality Assessment With Limited Labelled Data17 Nov 2024 0 repositories listed
-
A Practical Guide to Fine-tuning Language Models with Limited Data14 Nov 2024 0 repositories listed
-
Assessing the Performance of the DINOv2 Self-supervised Learning Vision Transformer Model for the Segmentation of the Left Atrium from MRI Images14 Nov 2024 0 repositories listed
-
Embedding Space Allocation with Angle-Norm Joint Classifiers for Few-Shot Class-Incremental Learning14 Nov 2024 0 repositories listed
-
CoCoP: Enhancing Text Classification with LLM through Code Completion Prompt13 Nov 2024 0 repositories listed
-
GPTree: Towards Explainable Decision-Making via LLM-powered Decision Trees13 Nov 2024 0 repositories listed
-
Towards Evaluating Large Language Models for Graph Query Generation13 Nov 2024 0 repositories listed
-
Clustering Algorithms and RAG Enhancing Semi-Supervised Text Classification with Large LLMs9 Nov 2024 0 repositories listed
-
Selecting Between BERT and GPT for Text Classification in Political Science Research7 Nov 2024 0 repositories listed
-
A Contrastive Self-Supervised Learning scheme for beat tracking amenable to few-shot learning6 Nov 2024 0 repositories listed
-
Gradient Boosting Trees and Large Language Models for Tabular Data Few-Shot Learning6 Nov 2024 0 repositories listed
-
Quantum Diffusion Models for Few-Shot Learning6 Nov 2024 0 repositories listed