Browse State-of-the-Art › Few-Shot Learning › Papers, page 24

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 24 of 30: papers 2,301 to 2,400 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.

• Understanding Few-Shot Multi-Task Representation Learning Theory
  17 Jan 2022 0 repositories listed
• Do Prompt-Based Models Really Understand the Meaning of Their Prompts?
  16 Jan 2022 0 repositories listed
• Exploring Example Selection for Few-shot Text-to-SQL Semantic Parsing
  16 Jan 2022 0 repositories listed
• Few-Shot Authorship Attribution in English Reddit Posts
  16 Jan 2022 0 repositories listed
• In-BoXBART: Get Instructions into Biomedical Multi-task Learning
  16 Jan 2022 0 repositories listed
• Label-guided Data Augmentation for Prompt-based Few Shot Learners
  16 Jan 2022 0 repositories listed
• MetaICL: Learning to Learn In Context
  16 Jan 2022 0 repositories listed
• ProQA: Structural Prompt-based Pre-training for Unified Question Answering
  16 Jan 2022 0 repositories listed
• STT: Soft Template Tuning for Few-Shot Learning
  16 Jan 2022 0 repositories listed
• Template-free Prompt Tuning for Few-shot NER
  16 Jan 2022 0 repositories listed
• Learning from One and Only One Shot
  14 Jan 2022 0 repositories listed
• Budget-aware Few-shot Learning via Graph Convolutional Network
  7 Jan 2022 0 repositories listed
• Few-Shot Incremental Learning for Label-to-Image Translation
  1 Jan 2022 0 repositories listed
• Remember the Difference: Cross-Domain Few-Shot Semantic Segmentation via Meta-Memory Transfer
  1 Jan 2022 0 repositories listed
• Rethinking Video Anomaly Detection - A Continual Learning Approach
  1 Jan 2022 0 repositories listed
• Revisiting Learnable Affines for Batch Norm in Few-Shot Transfer Learning
  1 Jan 2022 0 repositories listed
• On the Role of Neural Collapse in Transfer Learning
  30 Dec 2021 0 repositories listed
• Associative Adversarial Learning Based on Selective Attack
  28 Dec 2021 0 repositories listed
• Few-Shot Classification in Unseen Domains by Episodic Meta-Learning Across Visual Domains
  27 Dec 2021 0 repositories listed
• The Curse of Zero Task Diversity: On the Failure of Transfer Learning to Outperform MAML and their Empirical Equivalence
  24 Dec 2021 0 repositories listed
• 3D Skeleton-based Few-shot Action Recognition with JEANIE is not so Naïve
  23 Dec 2021 0 repositories listed
• Pose Adaptive Dual Mixup for Few-Shot Single-View 3D Reconstruction
  23 Dec 2021 0 repositories listed
• DA-FDFtNet: Dual Attention Fake Detection Fine-tuning Network to Detect Various AI-Generated Fake Images
  22 Dec 2021 0 repositories listed
• Zero-shot and Few-shot Learning with Knowledge Graphs: A Comprehensive Survey
  18 Dec 2021 0 repositories listed
• Bioacoustic Event Detection with prototypical networks and data augmentation
  16 Dec 2021 0 repositories listed
• Semantic-Based Few-Shot Learning by Interactive Psychometric Testing
  16 Dec 2021 0 repositories listed
• Few-shot Multi-hop Question Answering over Knowledge Base
  14 Dec 2021 0 repositories listed
• Hybrid Graph Neural Networks for Few-Shot Learning
  13 Dec 2021 0 repositories listed
• Anomaly Crossing: New Horizons for Video Anomaly Detection as Cross-domain Few-shot Learning
  12 Dec 2021 0 repositories listed
• Few-Shot Image Classification Along Sparse Graphs
  7 Dec 2021 0 repositories listed
• Which images to label for few-shot medical landmark detection?
  7 Dec 2021 0 repositories listed
• A Survey of Deep Learning for Low-Shot Object Detection
  6 Dec 2021 0 repositories listed
• DemoGrasp: Few-Shot Learning for Robotic Grasping with Human Demonstration
  6 Dec 2021 0 repositories listed
• Adaptive Poincaré Point to Set Distance for Few-Shot Classification
  3 Dec 2021 0 repositories listed
• Prompt-free and Efficient Language Model Fine-Tuning
  2 Dec 2021 0 repositories listed
• Unsupervised Law Article Mining based on Deep Pre-Trained Language Representation Models with Application to the Italian Civil Code
  2 Dec 2021 0 repositories listed
• Learning to Learn Dense Gaussian Processes for Few-Shot Learning
  1 Dec 2021 0 repositories listed
• MDFM: Multi-Decision Fusing Model for Few-Shot Learning
  1 Dec 2021 0 repositories listed
• Ranking Distance Calibration for Cross-Domain Few-Shot Learning
  1 Dec 2021 0 repositories listed
• Re-ranking for image retrieval and transductive few-shot classification
  1 Dec 2021 0 repositories listed
• Statistically and Computationally Efficient Linear Meta-representation Learning
  1 Dec 2021 0 repositories listed
• True Few-Shot Learning with Prompts -- A Real-World Perspective
  26 Nov 2021 0 repositories listed
• Deep Representation Learning with an Information-theoretic Loss
  25 Nov 2021 0 repositories listed
• Deep metric learning improves lab of origin prediction of genetically engineered plasmids
  24 Nov 2021 0 repositories listed
• Few-shot Named Entity Recognition with Cloze Questions
  24 Nov 2021 0 repositories listed
• Adaptive Transfer Learning: a simple but effective transfer learning
  22 Nov 2021 0 repositories listed
• ShufaNet: Classification method for calligraphers who have reached the professional level
  22 Nov 2021 0 repositories listed
• A Self-Adaptive Learning Rate and Curriculum Learning Based Framework for Few-Shot Text Classification
  16 Nov 2021 0 repositories listed
• Building a Role Specified Open-Domain Dialogue System Leveraging Large-Scale Language Models
  16 Nov 2021 0 repositories listed
• Can Explanations Be Useful for Calibrating Black Box Models?
  16 Nov 2021 0 repositories listed
• Cross-domain Named Entity Recognition via Graph Matching
  16 Nov 2021 0 repositories listed
• Empirical Evaluation of Topic Zero- and Few-Shot Learning for Stance Dissonance Detection
  16 Nov 2021 0 repositories listed
• Few-Shot Knowledge Graph Completion with Data Fusion and Augmentation
  16 Nov 2021 0 repositories listed
• Few-shot Named Entity Recognition with Joint Token and Sentence Awareness
  16 Nov 2021 0 repositories listed
• Inverse is Better! Fast and Accurate Prompt for Slot Tagging
  16 Nov 2021 0 repositories listed
• Learning to Learn Recognising Biomedical Entities from Multiple Domains with Task Hardness
  16 Nov 2021 0 repositories listed
• Making Small Language Models Better Few-Shot Learners
  16 Nov 2021 0 repositories listed
• Meta-Adapter: Parameter Efficient Few-Shot Learning through Meta-Learning
  16 Nov 2021 0 repositories listed
• Metaphor Detection for Low Resource Languages: From Zero-Shot to Few-Shot Learning in Middle High German
  16 Nov 2021 0 repositories listed
• NSP-NER: A Prompt-based Learner for Few-shot NER Driven by Next Sentence Prediction
  16 Nov 2021 0 repositories listed
• On the Multilingual Capabilities of Very Large-Scale English Language Models
  16 Nov 2021 0 repositories listed
• POLITICS: Pretraining with Same-story Article Comparison for Ideology Prediction and Stance Detection
  16 Nov 2021 0 repositories listed
• Prompt Combines Paraphrase: Enhancing Biomedical “Pre-training, Prompt and Predicting” Models by Explaining Rare Biomedical Concepts
  16 Nov 2021 0 repositories listed
• Prompt-Guided Few-Shot Event Detection
  16 Nov 2021 0 repositories listed
• Prototypical Verbalizer for Prompt-based Few-shot Tuning
  16 Nov 2021 0 repositories listed
• Towards Unified Prompt Tuning for Few-shot Learning
  16 Nov 2021 0 repositories listed
• UserIdentifier: Implicit User Representations for Simple and Effective Personalized Sentiment Analysis
  16 Nov 2021 0 repositories listed
• Scaling ASR Improves Zero and Few Shot Learning
  10 Nov 2021 0 repositories listed
• Enhancing Prototypical Few-Shot Learning by Leveraging the Local-Level Strategy
  8 Nov 2021 0 repositories listed
• Crowdsourcing with Meta-Workers: A New Way to Save the Budget
  7 Nov 2021 0 repositories listed
• A MIMO Radar-Based Metric Learning Approach for Activity Recognition
  2 Nov 2021 0 repositories listed
• Diverse Distributions of Self-Supervised Tasks for Meta-Learning in NLP
  2 Nov 2021 0 repositories listed
• Few-shot learning with improved local representations via bias rectify module
  1 Nov 2021 0 repositories listed
• Few-Shot Named Entity Recognition: An Empirical Baseline Study
  1 Nov 2021 0 repositories listed
• Influential Prototypical Networks for Few Shot Learning: A Dermatological Case Study
  1 Nov 2021 0 repositories listed
• MFNet: Multi-class Few-shot Segmentation Network with Pixel-wise Metric Learning
  30 Oct 2021 0 repositories listed
• Domain Agnostic Few-Shot Learning For Document Intelligence
  29 Oct 2021 0 repositories listed
• Meta-Learning for Multi-Label Few-Shot Classification
  26 Oct 2021 0 repositories listed
• Self-Denoising Neural Networks for Few Shot Learning
  26 Oct 2021 0 repositories listed
• Task-Aware Meta Learning-based Siamese Neural Network for Classifying Obfuscated Malware
  26 Oct 2021 0 repositories listed
• GCCN: Global Context Convolutional Network
  22 Oct 2021 0 repositories listed
• A Strong Baseline for Semi-Supervised Incremental Few-Shot Learning
  21 Oct 2021 0 repositories listed
• Ortho-Shot: Low Displacement Rank Regularization with Data Augmentation for Few-Shot Learning
  18 Oct 2021 0 repositories listed
• A MIMO Radar-based Few-Shot Learning Approach for Human-ID
  16 Oct 2021 0 repositories listed
• Few-Shot Learning with Siamese Networks and Label Tuning
  16 Oct 2021 0 repositories listed
• Making Pre-trained Language Models End-to-end Few-shot Learners with Contrastive Prompt Tuning
  16 Oct 2021 0 repositories listed
• PPT: Pre-trained Prompt Tuning for Few-shot Learning
  16 Oct 2021 0 repositories listed
• Omni-Training: Bridging Pre-Training and Meta-Training for Few-Shot Learning
  14 Oct 2021 0 repositories listed
• Inconsistent Few-Shot Relation Classification via Cross-Attentional Prototype Networks with Contrastive Learning
  13 Oct 2021 0 repositories listed
• Scaling Laws for the Few-Shot Adaptation of Pre-trained Image Classifiers
  13 Oct 2021 0 repositories listed
• A Closer Look at Prototype Classifier for Few-shot Image Classification
  11 Oct 2021 0 repositories listed
• Injecting Text and Cross-lingual Supervision in Few-shot Learning from Self-Supervised Models
  10 Oct 2021 0 repositories listed
• Multi-Objective Few-shot Learning for Fair Classification
  5 Oct 2021 0 repositories listed
• Self-Attentive Constituency Parsing for UCCA-based Semantic Parsing
  1 Oct 2021 0 repositories listed
• UserIdentifier: Implicit User Representations for Simple and Effective Personalized Sentiment Analysis
  1 Oct 2021 0 repositories listed
• A theoretically grounded characterization of feature representations
  29 Sep 2021 0 repositories listed
• Assessing two novel distance-based loss functions for few-shot image classification
  29 Sep 2021 0 repositories listed
• ConFeSS: A Framework for Single Source Cross-Domain Few-Shot Learning
  29 Sep 2021 0 repositories listed
• Dataset Bias Prediction for Few-Shot Image Classification
  29 Sep 2021 0 repositories listed
• Early-Stopping for Meta-Learning: Estimating Generalization from the Activation Dynamics
  29 Sep 2021 0 repositories listed