Browse State-of-the-Art › Few-Shot Learning › Papers, page 19

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 19 of 30: papers 1,801 to 1,900 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.

• Identifying and Analyzing Task-Encoding Tokens in Large Language Models
  20 Jan 2024 0 repositories listed
• Leveraging Biases in Large Language Models: "bias-kNN'' for Effective Few-Shot Learning
  18 Jan 2024 0 repositories listed
• Few-Shot Learning for Chronic Disease Management: Leveraging Large Language Models and Multi-Prompt Engineering with Medical Knowledge Injection
  16 Jan 2024 0 repositories listed
• xCoT: Cross-lingual Instruction Tuning for Cross-lingual Chain-of-Thought Reasoning
  13 Jan 2024 0 repositories listed
• Derm-T2IM: Harnessing Synthetic Skin Lesion Data via Stable Diffusion Models for Enhanced Skin Disease Classification using ViT and CNN
  10 Jan 2024 0 repositories listed
• Hierarchical Knowledge Distillation on Text Graph for Data-limited Attribute Inference
  10 Jan 2024 0 repositories listed
• Less is More: A Closer Look at Semantic-based Few-Shot Learning
  10 Jan 2024 0 repositories listed
• Autosen: improving automatic wifi human sensing through cross-modal autoencoder
  8 Jan 2024 0 repositories listed
• Deep learning based detection of collateral circulation in coronary angiographies
  8 Jan 2024 0 repositories listed
• Few-Shot Causal Representation Learning for Out-of-Distribution Generalization on Heterogeneous Graphs
  7 Jan 2024 0 repositories listed
• Adversarially Robust Few-shot Learning via Parameter Co-distillation of Similarity and Class Concept Learners
  1 Jan 2024 0 repositories listed
• Few-Shot Object Detection with Foundation Models
  1 Jan 2024 0 repositories listed
• Does Few-shot Learning Suffer from Backdoor Attacks?
  31 Dec 2023 0 repositories listed
• Self-supervised Pretraining for Decision Foundation Model: Formulation, Pipeline and Challenges
  29 Dec 2023 0 repositories listed
• Few-shot learning for automated content analysis: Efficient coding of arguments and claims in the debate on arms deliveries to Ukraine
  28 Dec 2023 0 repositories listed
• Prototype-Based Approach for One-Shot Segmentation of Brain Tumors using Few-Shot Learning
  24 Dec 2023 0 repositories listed
• Learning Human-like Representations to Enable Learning Human Values
  21 Dec 2023 0 repositories listed
• LaViP:Language-Grounded Visual Prompts
  18 Dec 2023 0 repositories listed
• Few-Shot Learning from Augmented Label-Uncertain Queries in Bongard-HOI
  17 Dec 2023 0 repositories listed
• A Comparative Analysis of Fine-Tuned LLMs and Few-Shot Learning of LLMs for Financial Sentiment Analysis
  14 Dec 2023 0 repositories listed
• Fewer is More: Boosting LLM Reasoning with Reinforced Context Pruning
  14 Dec 2023 0 repositories listed
• Metacognition-Enhanced Few-Shot Prompting With Positive Reinforcement
  14 Dec 2023 0 repositories listed
• Beyond English: Evaluating LLMs for Arabic Grammatical Error Correction
  13 Dec 2023 0 repositories listed
• TransMed: Large Language Models Enhance Vision Transformer for Biomedical Image Classification
  12 Dec 2023 0 repositories listed
• Self-supervised Adaptive Pre-training of Multilingual Speech Models for Language and Dialect Identification
  12 Dec 2023 0 repositories listed
• Adaptive Weighted Co-Learning for Cross-Domain Few-Shot Learning
  6 Dec 2023 0 repositories listed
• Assertion Enhanced Few-Shot Learning: Instructive Technique for Large Language Models to Generate Educational Explanations
  5 Dec 2023 0 repositories listed
• A Survey on Stability of Learning with Limited Labelled Data and its Sensitivity to the Effects of Randomness
  2 Dec 2023 0 repositories listed
• Applying Large Language Models and Chain-of-Thought for Automatic Scoring
  30 Nov 2023 0 repositories listed
• A transductive few-shot learning approach for classification of digital histopathological slides from liver cancer
  29 Nov 2023 0 repositories listed
• Clinical Risk Prediction Using Language Models: Benefits And Considerations
  29 Nov 2023 0 repositories listed
• Explaining CLIP's performance disparities on data from blind/low vision users
  29 Nov 2023 0 repositories listed
• Robust Transductive Few-shot Learning via Joint Message Passing and Prototype-based Soft-label Propagation
  28 Nov 2023 0 repositories listed
• When the Few Outweigh the Many: Illicit Content Recognition with Few-Shot Learning
  28 Nov 2023 0 repositories listed
• Deficiency of Large Language Models in Finance: An Empirical Examination of Hallucination
  27 Nov 2023 0 repositories listed
• Improving Denoising Diffusion Probabilistic Models via Exploiting Shared Representations
  27 Nov 2023 0 repositories listed
• Italian Crossword Generator: Enhancing Education through Interactive Word Puzzles
  27 Nov 2023 0 repositories listed
• Target-Free Compound Activity Prediction via Few-Shot Learning
  27 Nov 2023 0 repositories listed
• Learning to Skip for Language Modeling
  26 Nov 2023 0 repositories listed
• A Multi-solution Study on GDPR AI-enabled Completeness Checking of DPAs
  23 Nov 2023 0 repositories listed
• Language-guided Few-shot Semantic Segmentation
  23 Nov 2023 0 repositories listed
• Benchmarking Toxic Molecule Classification using Graph Neural Networks and Few Shot Learning
  22 Nov 2023 0 repositories listed
• Exploring Graph Classification Techniques Under Low Data Constraints: A Comprehensive Study
  21 Nov 2023 0 repositories listed
• Modeling Political Orientation of Social Media Posts: An Extended Analysis
  21 Nov 2023 0 repositories listed
• NERIF: GPT-4V for Automatic Scoring of Drawn Models
  21 Nov 2023 0 repositories listed
• Generalization of Fitness Exercise Recognition from Doppler Measurements by Domain-adaption and Few-Shot Learning
  20 Nov 2023 0 repositories listed
• Optimal Strategies to Perform Multilingual Analysis of Social Content for a Novel Dataset in the Tourism Domain
  20 Nov 2023 0 repositories listed
• Using Guided Transfer Learning to Predispose AI Agent to Learn Efficiently from Small RNA-sequencing Datasets
  17 Nov 2023 0 repositories listed
• Tabular Few-Shot Generalization Across Heterogeneous Feature Spaces
  16 Nov 2023 0 repositories listed
• CLEAN-EVAL: Clean Evaluation on Contaminated Large Language Models
  15 Nov 2023 0 repositories listed
• Cross-dataset domain adaptation for the classification COVID-19 using chest computed tomography images
  14 Nov 2023 0 repositories listed
• Dual-channel Prototype Network for few-shot Classification of Pathological Images
  14 Nov 2023 0 repositories listed
• Selecting Shots for Demographic Fairness in Few-Shot Learning with Large Language Models
  14 Nov 2023 0 repositories listed
• Few Shot Learning for the Classification of Confocal Laser Endomicroscopy Images of Head and Neck Tumors
  13 Nov 2023 0 repositories listed
• Learning Knowledge-Enhanced Contextual Language Representations for Domain Natural Language Understanding
  12 Nov 2023 0 repositories listed Syntology 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 10 harvested samples) · 5 pointer-only (licence)
• Enhancing Instance-Level Image Classification with Set-Level Labels
  9 Nov 2023 0 repositories listed
• Analysis and Applications of Deep Learning with Finite Samples in Full Life-Cycle Intelligence of Nuclear Power Generation
  7 Nov 2023 0 repositories listed
• Few-shot Learning using Data Augmentation and Time-Frequency Transformation for Time Series Classification
  6 Nov 2023 0 repositories listed
• Nexus at ArAIEval Shared Task: Fine-Tuning Arabic Language Models for Propaganda and Disinformation Detection
  6 Nov 2023 0 repositories listed
• Few-shot time-series anomaly detection with unsupervised domain adaptation
  1 Nov 2023 0 repositories listed
• On Task-personalized Multimodal Few-shot Learning for Visually-rich Document Entity Retrieval
  1 Nov 2023 0 repositories listed
• STDA-Meta: A Meta-Learning Framework for Few-Shot Traffic Prediction
  31 Oct 2023 0 repositories listed
• A Few-Shot Learning Focused Survey on Recent Named Entity Recognition and Relation Classification Methods
  29 Oct 2023 0 repositories listed
• Retrofitting Light-weight Language Models for Emotions using Supervised Contrastive Learning
  29 Oct 2023 0 repositories listed
• PAC-tuning:Fine-tuning Pretrained Language Models with PAC-driven Perturbed Gradient Descent
  26 Oct 2023 0 repositories listed
• Weakly-Supervised Surgical Phase Recognition
  26 Oct 2023 0 repositories listed
• Improving Few-shot Generalization of Safety Classifiers via Data Augmented Parameter-Efficient Fine-Tuning
  25 Oct 2023 0 repositories listed
• Improving generalization in large language models by learning prefix subspaces
  24 Oct 2023 0 repositories listed
• Exploring In-Context Learning of Textless Speech Language Model for Speech Classification Tasks
  19 Oct 2023 0 repositories listed
• Experimental Results of Underwater Sound Speed Profile Inversion by Few-shot Multi-task Learning
  18 Oct 2023 0 repositories listed
• Few-Shot In-Context Imitation Learning via Implicit Graph Alignment
  18 Oct 2023 0 repositories listed
• Configuration Validation with Large Language Models
  15 Oct 2023 0 repositories listed
• Plug-and-Play Feature Generation for Few-Shot Medical Image Classification
  14 Oct 2023 0 repositories listed
• In-Context Learning for Few-Shot Molecular Property Prediction
  13 Oct 2023 0 repositories listed
• LLM-augmented Preference Learning from Natural Language
  12 Oct 2023 0 repositories listed
• Argumentative Stance Prediction: An Exploratory Study on Multimodality and Few-Shot Learning
  11 Oct 2023 0 repositories listed
• Language-Guided Reinforcement Learning for Hard Attention in Few-Shot Learning
  11 Oct 2023 0 repositories listed
• Leveraging Twitter Data for Sentiment Analysis of Transit User Feedback: An NLP Framework
  11 Oct 2023 0 repositories listed
• Model Tuning or Prompt Tuning? A Study of Large Language Models for Clinical Concept and Relation Extraction
  10 Oct 2023 0 repositories listed
• A Holistic Evaluation of Piano Sound Quality
  7 Oct 2023 0 repositories listed
• PatchProto Networks for Few-shot Visual Anomaly Classification
  7 Oct 2023 0 repositories listed
• Task Aware Modulation using Representation Learning: An Approach for Few Shot Learning in Environmental Systems
  7 Oct 2023 0 repositories listed
• PrototypeFormer: Learning to Explore Prototype Relationships for Few-shot Image Classification
  5 Oct 2023 0 repositories listed
• UniPredict: Large Language Models are Universal Tabular Classifiers
  5 Oct 2023 0 repositories listed
• Retrieval meets Long Context Large Language Models
  4 Oct 2023 0 repositories listed
• SHOT: Suppressing the Hessian along the Optimization Trajectory for Gradient-Based Meta-Learning
  4 Oct 2023 0 repositories listed
• RA-DIT: Retrieval-Augmented Dual Instruction Tuning
  2 Oct 2023 0 repositories listed
• Self-Supervised Open-Ended Classification with Small Visual Language Models
  30 Sep 2023 0 repositories listed
• An evaluation of GPT models for phenotype concept recognition
  29 Sep 2023 0 repositories listed
• Large Language Models in Finance: A Survey
  28 Sep 2023 0 repositories listed
• Multi-unit soft sensing permits few-shot learning
  27 Sep 2023 0 repositories listed
• Robust Internal Representations for Domain Generalization
  27 Sep 2023 0 repositories listed
• Knowledgeable In-Context Tuning: Exploring and Exploiting Factual Knowledge for In-Context Learning
  26 Sep 2023 0 repositories listed
• HAVE-Net: Hallucinated Audio-Visual Embeddings for Few-Shot Classification with Unimodal Cues
  23 Sep 2023 0 repositories listed
• A Systematic Review of Few-Shot Learning in Medical Imaging
  20 Sep 2023 0 repositories listed
• Hyperbolic vs Euclidean Embeddings in Few-Shot Learning: Two Sides of the Same Coin
  18 Sep 2023 0 repositories listed
• MAD: Meta Adversarial Defense Benchmark
  18 Sep 2023 0 repositories listed
• Using Large Language Model to Solve and Explain Physics Word Problems Approaching Human Level
  15 Sep 2023 0 repositories listed
• Where2Explore: Few-shot Affordance Learning for Unseen Novel Categories of Articulated Objects
  14 Sep 2023 0 repositories listed
• Gpachov at CheckThat! 2023: A Diverse Multi-Approach Ensemble for Subjectivity Detection in News Articles
  13 Sep 2023 0 repositories listed

Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since 2026-09-28, the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.