Browse State-of-the-Art › Few-Shot Learning › Papers, page 23

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 23 of 30: papers 2,201 to 2,300 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.

• Domain Agnostic Few-shot Learning for Speaker Verification
  28 Jun 2022 0 repositories listed
• Few-Shot Cross-Lingual TTS Using Transferable Phoneme Embedding
  27 Jun 2022 0 repositories listed
• Few-Shot Stance Detection via Target-Aware Prompt Distillation
  27 Jun 2022 0 repositories listed
• Prompting Decision Transformer for Few-Shot Policy Generalization
  27 Jun 2022 0 repositories listed
• Understanding Benign Overfitting in Gradient-Based Meta Learning
  27 Jun 2022 0 repositories listed
• Single Morphing Attack Detection using Siamese Network and Few-shot Learning
  22 Jun 2022 0 repositories listed
• Low Resource Pipeline for Spoken Language Understanding via Weak Supervision
  21 Jun 2022 0 repositories listed
• C^*-algebra Net: A New Approach Generalizing Neural Network Parameters to C^*-algebra
  20 Jun 2022 0 repositories listed
• EEML: Ensemble Embedded Meta-learning
  18 Jun 2022 0 repositories listed
• Lifelong Wandering: A realistic few-shot online continual learning setting
  16 Jun 2022 0 repositories listed
• Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning without episodic meta-learning dominates for few-shot learning image classification
  15 Jun 2022 0 repositories listed
• From Human Days to Machine Seconds: Automatically Answering and Generating Machine Learning Final Exams
  11 Jun 2022 0 repositories listed
• Real-time Hyper-Dimensional Reconfiguration at the Edge using Hardware Accelerators
  10 Jun 2022 0 repositories listed
• Making Large Language Models Better Reasoners with Step-Aware Verifier
  6 Jun 2022 0 repositories listed
• Guided Deep Metric Learning
  4 Jun 2022 0 repositories listed
• Code Generation Tools (Almost) for Free? A Study of Few-Shot, Pre-Trained Language Models on Code
  2 Jun 2022 0 repositories listed
• Turkish Universal Conceptual Cognitive Annotation
  1 Jun 2022 0 repositories listed
• FHIST: A Benchmark for Few-shot Classification of Histological Images
  31 May 2022 0 repositories listed
• Task-Prior Conditional Variational Auto-Encoder for Few-Shot Image Classification
  30 May 2022 0 repositories listed
• Zero-Shot and Few-Shot Learning for Lung Cancer Multi-Label Classification using Vision Transformer
  30 May 2022 0 repositories listed
• Representing Brain Anatomical Regularity and Variability by Few-Shot Embedding
  26 May 2022 0 repositories listed
• ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection
  25 May 2022 0 repositories listed
• Adaptive Few-Shot Learning Algorithm for Rare Sound Event Detection
  24 May 2022 0 repositories listed
• Naive Few-Shot Learning: Uncovering the fluid intelligence of machines
  24 May 2022 0 repositories listed
• What Makes Data-to-Text Generation Hard for Pretrained Language Models?
  23 May 2022 0 repositories listed
• Self-mentoring: a new deep learning pipeline to train a self-supervised U-net for few-shot learning of bio-artificial capsule segmentation
  22 May 2022 0 repositories listed
• Learning Meta Representations of One-shot Relations for Temporal Knowledge Graph Link Prediction
  21 May 2022 0 repositories listed
• Mask-guided Vision Transformer (MG-ViT) for Few-Shot Learning
  20 May 2022 0 repositories listed
• Uncertainty-based Network for Few-shot Image Classification
  17 May 2022 0 repositories listed
• A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities
  13 May 2022 0 repositories listed
• EyeDAS: Securing Perception of Autonomous Cars Against the Stereoblindness Syndrome
  13 May 2022 0 repositories listed
• How to Fine-tune Models with Few Samples: Update, Data Augmentation, and Test-time Augmentation
  13 May 2022 0 repositories listed
• Towards Answering Open-ended Ethical Quandary Questions
  12 May 2022 0 repositories listed
• On the Economics of Multilingual Few-shot Learning: Modeling the Cost-Performance Trade-offs of Machine Translated and Manual Data
  12 May 2022 0 repositories listed
• Using dependency parsing for few-shot learning in distributional semantics
  12 May 2022 0 repositories listed
• ReFine: Re-randomization before Fine-tuning for Cross-domain Few-shot Learning
  11 May 2022 0 repositories listed
• ALLSH: Active Learning Guided by Local Sensitivity and Hardness
  10 May 2022 0 repositories listed
• Lifelong Ensemble Learning based on Multiple Representations for Few-Shot Object Recognition
  4 May 2022 0 repositories listed
• Improving In-Context Few-Shot Learning via Self-Supervised Training
  3 May 2022 0 repositories listed
• Local Stochastic Bilevel Optimization with Momentum-Based Variance Reduction
  3 May 2022 0 repositories listed
• On the generalization capabilities of FSL methods through domain adaptation: a case study in endoscopic kidney stone image classification
  2 May 2022 0 repositories listed
• Dual Context-Guided Continuous Prompt Tuning for Few-Shot Learning
  1 May 2022 0 repositories listed
• EICO: Improving Few-Shot Text Classification via Explicit and Implicit Consistency Regularization
  1 May 2022 0 repositories listed
• English-Malay Word Embeddings Alignment for Cross-lingual Emotion Classification with Hierarchical Attention Network
  1 May 2022 0 repositories listed
• Exploiting Language Model Prompts Using Similarity Measures: A Case Study on the Word-in-Context Task
  1 May 2022 0 repositories listed
• Knowledge Distillation Meets Few-Shot Learning: An Approach for Few-Shot Intent Classification Within and Across Domains
  1 May 2022 0 repositories listed
• Medical Coding with Biomedical Transformer Ensembles and Zero/Few-shot Learning
  1 May 2022 0 repositories listed
• Zero- and Few-Shot NLP with Pretrained Language Models
  1 May 2022 0 repositories listed
• On the Effect of Pretraining Corpora on In-context Learning by a Large-scale Language Model
  28 Apr 2022 0 repositories listed
• Executive Function: A Contrastive Value Policy for Resampling and Relabeling Perceptions via Hindsight Summarization?
  27 Apr 2022 0 repositories listed
• Function-words Enhanced Attention Networks for Few-Shot Inverse Relation Classification
  26 Apr 2022 0 repositories listed
• Meta-free few-shot learning via representation learning with weight averaging
  26 Apr 2022 0 repositories listed
• Super-Prompting: Utilizing Model-Independent Contextual Data to Reduce Data Annotation Required in Visual Commonsense Tasks
  25 Apr 2022 0 repositories listed
• Few-Shot Speaker Identification Using Depthwise Separable Convolutional Network with Channel Attention
  24 Apr 2022 0 repositories listed
• Few-Shot Object Detection with Proposal Balance Refinement
  22 Apr 2022 0 repositories listed
• Zero and Few-shot Learning for Author Profiling
  22 Apr 2022 0 repositories listed
• Few-shot learning for medical text: A systematic review
  21 Apr 2022 0 repositories listed
• Less than Few: Self-Shot Video Instance Segmentation
  19 Apr 2022 0 repositories listed
• A Study on Prompt-based Few-Shot Learning Methods for Belief State Tracking in Task-oriented Dialog Systems
  18 Apr 2022 0 repositories listed
• Learning Compositional Representations for Effective Low-Shot Generalization
  17 Apr 2022 0 repositories listed
• Multi-Modal Few-Shot Object Detection with Meta-Learning-Based Cross-Modal Prompting
  16 Apr 2022 0 repositories listed
• Impossible Triangle: What's Next for Pre-trained Language Models?
  13 Apr 2022 0 repositories listed
• A Simple Approach to Adversarial Robustness in Few-shot Image Classification
  11 Apr 2022 0 repositories listed
• GDC- Generalized Distribution Calibration for Few-Shot Learning
  11 Apr 2022 0 repositories listed
• MGIMN: Multi-Grained Interactive Matching Network for Few-shot Text Classification
  11 Apr 2022 0 repositories listed
• Powering Finetuning in Few-Shot Learning: Domain-Agnostic Bias Reduction with Selected Sampling
  7 Apr 2022 0 repositories listed
• On the Efficiency of Integrating Self-supervised Learning and Meta-learning for User-defined Few-shot Keyword Spotting
  1 Apr 2022 0 repositories listed
• Selecting task with optimal transport self-supervised learning for few-shot classification
  1 Apr 2022 0 repositories listed
• Leveraging pre-trained language models for conversational information seeking from text
  31 Mar 2022 0 repositories listed
• Supervised Graph Contrastive Learning for Few-shot Node Classification
  29 Mar 2022 0 repositories listed
• Enabling hand gesture customization on wrist-worn devices
  29 Mar 2022 0 repositories listed
• A Framework of Meta Functional Learning for Regularising Knowledge Transfer
  28 Mar 2022 0 repositories listed
• TraHGR: Transformer for Hand Gesture Recognition via ElectroMyography
  28 Mar 2022 0 repositories listed
• Compare learning: bi-attention network for few-shot learning
  25 Mar 2022 0 repositories listed
• Partitioning Image Representation in Contrastive Learning
  20 Mar 2022 0 repositories listed
• Incremental Few-Shot Learning via Implanting and Compressing
  19 Mar 2022 0 repositories listed
• Few-Shot Learning on Graphs
  17 Mar 2022 0 repositories listed
• Meta-Learning of NAS for Few-shot Learning in Medical Image Applications
  16 Mar 2022 0 repositories listed
• GCT: Graph Co-Training for Semi-Supervised Few-Shot Learning
  15 Mar 2022 0 repositories listed
• Deep Transfer Learning with Graph Neural Network for Sensor-Based Human Activity Recognition
  14 Mar 2022 0 repositories listed
• Automated Few-Shot Time Series Forecasting based on Bi-level Programming
  7 Mar 2022 0 repositories listed
• Learning from Few Examples: A Summary of Approaches to Few-Shot Learning
  7 Mar 2022 0 repositories listed
• FewSense, Towards a Scalable and Cross-Domain Wi-Fi Sensing System Using Few-Shot Learning
  3 Mar 2022 0 repositories listed
• MetaDT: Meta Decision Tree with Class Hierarchy for Interpretable Few-Shot Learning
  3 Mar 2022 0 repositories listed
• Vision-Language Intelligence: Tasks, Representation Learning, and Large Models
  3 Mar 2022 0 repositories listed
• Interpretable Concept-based Prototypical Networks for Few-Shot Learning
  27 Feb 2022 0 repositories listed
• How Well Do Self-Supervised Methods Perform in Cross-Domain Few-Shot Learning?
  18 Feb 2022 0 repositories listed
• Semantically Proportional Patchmix for Few-Shot Learning
  17 Feb 2022 0 repositories listed
• P4E: Few-Shot Event Detection as Prompt-Guided Identification and Localization
  15 Feb 2022 0 repositories listed
• Task-Adaptive Feature Transformer with Semantic Enrichment for Few-Shot Segmentation
  14 Feb 2022 0 repositories listed
• Cross Domain Few-Shot Learning via Meta Adversarial Training
  11 Feb 2022 0 repositories listed
• MAML and ANIL Provably Learn Representations
  7 Feb 2022 0 repositories listed
• Exemplar-Based Contrastive Self-Supervised Learning with Few-Shot Class Incremental Learning
  5 Feb 2022 0 repositories listed
• Advances in MetaDL: AAAI 2021 challenge and workshop
  1 Feb 2022 0 repositories listed
• Ontology-enhanced Prompt-tuning for Few-shot Learning
  27 Jan 2022 0 repositories listed
• When Facial Expression Recognition Meets Few-Shot Learning: A Joint and Alternate Learning Framework
  18 Jan 2022 0 repositories listed
• FrLove : Could a Frenchman rapidly identify Lovecraft?
  17 Jan 2022 0 repositories listed
• Prior Knowledge for Few-shot Learning—Inductive Reasoning and Distribution Calibration
  17 Jan 2022 0 repositories listed
• Prototypical Representation Learning for Low-resource Knowledge Extraction: Summary and Perspective
  17 Jan 2022 0 repositories listed
• Representation Change in Model-Agnostic Meta-Learning
  17 Jan 2022 0 repositories listed