Browse State-of-the-Art › Few-Shot Learning › Papers, page 20

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 20 of 30: papers 1,901 to 2,000 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.

• Few-Shot Learning of Force-Based Motions From Demonstration Through Pre-training of Haptic Representation
  8 Sep 2023 0 repositories listed
• Generalized Cross-domain Multi-label Few-shot Learning for Chest X-rays
  8 Sep 2023 0 repositories listed
• Dual Adversarial Alignment for Realistic Support-Query Shift Few-shot Learning
  5 Sep 2023 0 repositories listed
• Bias Testing and Mitigation in LLM-based Code Generation
  3 Sep 2023 0 repositories listed
• LoGoPrompt: Synthetic Text Images Can Be Good Visual Prompts for Vision-Language Models
  3 Sep 2023 0 repositories listed
• Semi-Supervised SAR ATR Framework with Transductive Auxiliary Segmentation
  31 Aug 2023 0 repositories listed
• MerA: Merging Pretrained Adapters For Few-Shot Learning
  30 Aug 2023 0 repositories listed
• TransPrompt v2: A Transferable Prompting Framework for Cross-task Text Classification
  29 Aug 2023 0 repositories listed
• Fair Few-shot Learning with Auxiliary Sets
  28 Aug 2023 0 repositories listed
• VesselShot: Few-shot learning for cerebral blood vessel segmentation
  28 Aug 2023 0 repositories listed
• When hard negative sampling meets supervised contrastive learning
  28 Aug 2023 0 repositories listed
• Compressor-Based Classification for Atrial Fibrillation Detection
  25 Aug 2023 0 repositories listed
• Cabrita: closing the gap for foreign languages
  23 Aug 2023 0 repositories listed
• Few-shot Anomaly Detection in Text with Deviation Learning
  22 Aug 2023 0 repositories listed
• Measuring the Effect of Causal Disentanglement on the Adversarial Robustness of Neural Network Models
  21 Aug 2023 0 repositories listed
• Refashioning Emotion Recognition Modelling: The Advent of Generalised Large Models
  21 Aug 2023 0 repositories listed
• UniAP: Towards Universal Animal Perception in Vision via Few-shot Learning
  19 Aug 2023 0 repositories listed
• CodeCoT: Tackling Code Syntax Errors in CoT Reasoning for Code Generation
  17 Aug 2023 0 repositories listed
• Approximating Human-Like Few-shot Learning with GPT-based Compression
  14 Aug 2023 0 repositories listed
• Few-shot Class-incremental Learning for Classification and Object Detection: A Survey
  13 Aug 2023 0 repositories listed
• AutoConv: Automatically Generating Information-seeking Conversations with Large Language Models
  12 Aug 2023 0 repositories listed
• Cross-heterogeneity Graph Few-shot Learning
  10 Aug 2023 0 repositories listed
• Few-shot pixel-precise document layout segmentation via dynamic instance generation and local thresholding
  10 Aug 2023 0 repositories listed
• Global in Local: A Convolutional Transformer for SAR ATR FSL
  10 Aug 2023 0 repositories listed
• ChatGPT for Arabic Grammatical Error Correction
  8 Aug 2023 0 repositories listed
• Prototypes-oriented Transductive Few-shot Learning with Conditional Transport
  6 Aug 2023 0 repositories listed
• Meta-learning in healthcare: A survey
  5 Aug 2023 0 repositories listed
• Does Correction Remain A Problem For Large Language Models?
  3 Aug 2023 0 repositories listed
• Thespian: Multi-Character Text Role-Playing Game Agents
  3 Aug 2023 0 repositories listed
• Leveraging Few-Shot Data Augmentation and Waterfall Prompting for Response Generation
  2 Aug 2023 0 repositories listed
• MetaDiff: Meta-Learning with Conditional Diffusion for Few-Shot Learning
  31 Jul 2023 0 repositories listed
• Cross-Modal Concept Learning and Inference for Vision-Language Models
  28 Jul 2023 0 repositories listed
• A Weakly Supervised Segmentation Network Embedding Cross-scale Attention Guidance and Noise-sensitive Constraint for Detecting Tertiary Lymphoid Structures of Pancreatic Tumors
  27 Jul 2023 0 repositories listed
• Exploiting the Potential of Seq2Seq Models as Robust Few-Shot Learners
  27 Jul 2023 0 repositories listed
• GenCo: An Auxiliary Generator from Contrastive Learning for Enhanced Few-Shot Learning in Remote Sensing
  27 Jul 2023 0 repositories listed
• Wisdom of Instruction-Tuned Language Model Crowds. Exploring Model Label Variation
  24 Jul 2023 0 repositories listed
• Sparse annotation strategies for segmentation of short axis cardiac MRI
  24 Jul 2023 0 repositories listed
• CohortGPT: An Enhanced GPT for Participant Recruitment in Clinical Study
  21 Jul 2023 0 repositories listed
• Mutual Reinforcement Effects in Japanese Sentence Classification and Named Entity Recognition Tasks
  18 Jul 2023 0 repositories listed
• A metric learning approach for endoscopic kidney stone identification
  13 Jul 2023 0 repositories listed
• TinyMetaFed: Efficient Federated Meta-Learning for TinyML
  13 Jul 2023 0 repositories listed
• Feature Activation Map: Visual Explanation of Deep Learning Models for Image Classification
  11 Jul 2023 0 repositories listed
• SAR-NeRF: Neural Radiance Fields for Synthetic Aperture Radar Multi-View Representation
  11 Jul 2023 0 repositories listed
• Text Descriptions are Compressive and Invariant Representations for Visual Learning
  10 Jul 2023 0 repositories listed
• FILM: How can Few-Shot Image Classification Benefit from Pre-Trained Language Models?
  9 Jul 2023 0 repositories listed
• Evaluating the Evaluators: Are Current Few-Shot Learning Benchmarks Fit for Purpose?
  6 Jul 2023 0 repositories listed
• On Conditional and Compositional Language Model Differentiable Prompting
  4 Jul 2023 0 repositories listed
• Optimal and Efficient Binary Questioning for Human-in-the-Loop Annotation
  4 Jul 2023 0 repositories listed
• TablEye: Seeing small Tables through the Lens of Images
  4 Jul 2023 0 repositories listed
• Meta-training with Demonstration Retrieval for Efficient Few-shot Learning
  30 Jun 2023 0 repositories listed
• Benchmarking Large Language Model Capabilities for Conditional Generation
  29 Jun 2023 0 repositories listed
• Effective Transfer of Pretrained Large Visual Model for Fabric Defect Segmentation via Specifc Knowledge Injection
  28 Jun 2023 0 repositories listed
• Language models are weak learners
  25 Jun 2023 0 repositories listed
• Is Pre-training Truly Better Than Meta-Learning?
  24 Jun 2023 0 repositories listed
• FlakyFix: Using Large Language Models for Predicting Flaky Test Fix Categories and Test Code Repair
  21 Jun 2023 0 repositories listed
• Democratizing LLMs for Low-Resource Languages by Leveraging their English Dominant Abilities with Linguistically-Diverse Prompts
  20 Jun 2023 0 repositories listed
• Visually grounded few-shot word learning in low-resource settings
  20 Jun 2023 0 repositories listed
• Multilingual Few-Shot Learning via Language Model Retrieval
  19 Jun 2023 0 repositories listed
• Channel-Spatial-Based Few-Shot Bird Sound Event Detection
  18 Jun 2023 0 repositories listed
• DocumentNet: Bridging the Data Gap in Document Pre-Training
  15 Jun 2023 0 repositories listed
• Exploring the MIT Mathematics and EECS Curriculum Using Large Language Models
  15 Jun 2023 0 repositories listed
• Inductive Linear Probing for Few-shot Node Classification
  14 Jun 2023 0 repositories listed
• Domain-Aware Few-Shot Learning for Optical Coherence Tomography Noise Reduction
  13 Jun 2023 0 repositories listed
• FLamE: Few-shot Learning from Natural Language Explanations
  13 Jun 2023 0 repositories listed
• Prompt-based Extraction of Social Determinants of Health Using Few-shot Learning
  12 Jun 2023 0 repositories listed
• AraMUS: Pushing the Limits of Data and Model Scale for Arabic Natural Language Processing
  11 Jun 2023 0 repositories listed
• Leveraging Large Language Models for Scalable Vector Graphics-Driven Image Understanding
  9 Jun 2023 0 repositories listed
• EMO: Episodic Memory Optimization for Few-Shot Meta-Learning
  8 Jun 2023 0 repositories listed
• The ADAIO System at the BEA-2023 Shared Task on Generating AI Teacher Responses in Educational Dialogues
  8 Jun 2023 0 repositories listed
• Few Shot Rationale Generation using Self-Training with Dual Teachers
  5 Jun 2023 0 repositories listed
• Human-like Few-Shot Learning via Bayesian Reasoning over Natural Language
  5 Jun 2023 0 repositories listed
• Retrieval-Enhanced Visual Prompt Learning for Few-shot Classification
  4 Jun 2023 0 repositories listed
• Analyzing Text Representations by Measuring Task Alignment
  31 May 2023 0 repositories listed
• Catalysis distillation neural network for the few shot open catalyst challenge
  31 May 2023 0 repositories listed
• What does the Failure to Reason with "Respectively" in Zero/Few-Shot Settings Tell Us about Language Models?
  31 May 2023 0 repositories listed
• SENet: A Spectral Filtering Approach to Represent Exemplars for Few-shot Learning
  30 May 2023 0 repositories listed
• Epistemic Graph: A Plug-And-Play Module For Hybrid Representation Learning
  30 May 2023 0 repositories listed
• Improving Textless Spoken Language Understanding with Discrete Units as Intermediate Target
  29 May 2023 0 repositories listed
• Adapting Language-Audio Models as Few-Shot Audio Learners
  28 May 2023 0 repositories listed
• Transfer Learning for Power Outage Detection Task with Limited Training Data
  28 May 2023 0 repositories listed
• Instance-based Max-margin for Practical Few-shot Recognition
  27 May 2023 0 repositories listed
• Parallel Corpus for Indigenous Language Translation: Spanish-Mazatec and Spanish-Mixtec
  27 May 2023 0 repositories listed
• LAraBench: Benchmarking Arabic AI with Large Language Models
  24 May 2023 0 repositories listed
• A Survey of Diffusion Models in Natural Language Processing
  24 May 2023 0 repositories listed
• Active Learning Principles for In-Context Learning with Large Language Models
  23 May 2023 0 repositories listed
• Few-Shot Data Synthesis for Open Domain Multi-Hop Question Answering
  23 May 2023 0 repositories listed
• A Rational Model of Dimension-reduced Human Categorization
  22 May 2023 0 repositories listed
• A Weak Supervision Approach for Few-Shot Aspect Based Sentiment
  19 May 2023 0 repositories listed
• HMSN: Hyperbolic Self-Supervised Learning by Clustering with Ideal Prototypes
  18 May 2023 0 repositories listed
• Exploring the Space of Key-Value-Query Models with Intention
  17 May 2023 0 repositories listed
• Large Language Models Leverage External Knowledge to Extend Clinical Insight Beyond Language Boundaries
  17 May 2023 0 repositories listed
• Learning More Discriminative Local Descriptors for Few-shot Learning
  15 May 2023 0 repositories listed
• SuSana Distancia is all you need: Enforcing class separability in metric learning via two novel distance-based loss functions for few-shot image classification
  15 May 2023 0 repositories listed
• Meta-DM: Applications of Diffusion Models on Few-Shot Learning
  14 May 2023 0 repositories listed
• Few Shot Learning for Medical Imaging: A Comparative Analysis of Methodologies and Formal Mathematical Framework
  8 May 2023 0 repositories listed
• Causal Interventions-based Few-Shot Named Entity Recognition
  3 May 2023 0 repositories listed
• Learning to Detect Novel and Fine-Grained Acoustic Sequences Using Pretrained Audio Representations
  3 May 2023 0 repositories listed
• Plug-and-Play Multilingual Few-shot Spoken Words Recognition
  3 May 2023 0 repositories listed
• Adaptive manifold for imbalanced transductive few-shot learning
  27 Apr 2023 0 repositories listed
• Analogy-Forming Transformers for Few-Shot 3D Parsing
  27 Apr 2023 0 repositories listed