Browse State-of-the-Art › Few-Shot Learning › Papers, page 22

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 22 of 30: papers 2,101 to 2,200 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.

• PatchMix Augmentation to Identify Causal Features in Few-shot Learning
  29 Nov 2022 0 repositories listed
• Revisiting Distance Metric Learning for Few-Shot Natural Language Classification
  28 Nov 2022 0 repositories listed
• DASECount: Domain-Agnostic Sample-Efficient Wireless Indoor Crowd Counting via Few-shot Learning
  18 Nov 2022 0 repositories listed
• Self-Transriber: Few-shot Lyrics Transcription with Self-training
  18 Nov 2022 0 repositories listed
• Interpretable Few-shot Learning with Online Attribute Selection
  16 Nov 2022 0 repositories listed
• Technical Report on Neural Language Models and Few-Shot Learning for Systematic Requirements Processing in MDSE
  16 Nov 2022 0 repositories listed
• Few-Shot Learning for Biometric Verification
  12 Nov 2022 0 repositories listed
• Few-shot Classification with Hypersphere Modeling of Prototypes
  10 Nov 2022 0 repositories listed
• ConsPrompt: Exploiting Contrastive Samples for Fewshot Prompt Learning
  8 Nov 2022 0 repositories listed
• On the Informativeness of Supervision Signals
  2 Nov 2022 0 repositories listed
• Rethinking the Metric in Few-shot Learning: From an Adaptive Multi-Distance Perspective
  2 Nov 2022 0 repositories listed
• Two-stage LLM Fine-tuning with Less Specialization and More Generalization
  1 Nov 2022 0 repositories listed
• SAGE: Saliency-Guided Mixup with Optimal Rearrangements
  31 Oct 2022 0 repositories listed
• Temporal-Viewpoint Transportation Plan for Skeletal Few-shot Action Recognition
  30 Oct 2022 0 repositories listed
• STPrompt: Semantic-guided and Task-driven prompts for Effective Few-shot Classification
  29 Oct 2022 0 repositories listed
• Efficient few-shot learning for pixel-precise handwritten document layout analysis
  27 Oct 2022 0 repositories listed
• UTILIZING FEDERATED LEARNING AND META LEARNING FOR FEW-SHOT LEARNING ON EDGE DEVICES
  25 Oct 2022 0 repositories listed
• Visual-Semantic Contrastive Alignment for Few-Shot Image Classification
  20 Oct 2022 0 repositories listed
• Learning Transferable Adversarial Robust Representations via Multi-view Consistency
  19 Oct 2022 0 repositories listed
• Prompting through Prototype: A Prototype-based Prompt Learning on Pretrained Vision-Language Models
  19 Oct 2022 0 repositories listed
• Self-Supervised Representation Learning for CAD
  19 Oct 2022 0 repositories listed
• Aligning MAGMA by Few-Shot Learning and Finetuning
  18 Oct 2022 0 repositories listed
• Few-Shot Learning of Compact Models via Task-Specific Meta Distillation
  18 Oct 2022 0 repositories listed
• Conditional Neural Processes for Molecules
  17 Oct 2022 0 repositories listed
• HCL-TAT: A Hybrid Contrastive Learning Method for Few-shot Event Detection with Task-Adaptive Threshold
  17 Oct 2022 0 repositories listed
• Enabling Classifiers to Make Judgements Explicitly Aligned with Human Values
  14 Oct 2022 0 repositories listed
• Flame-state monitoring based on very low number of visible or infrared images via few-shot learning
  14 Oct 2022 0 repositories listed
• Few-Shot Visual Question Generation: A Novel Task and Benchmark Datasets
  13 Oct 2022 0 repositories listed
• Knowledge-grounded Dialog State Tracking
  13 Oct 2022 0 repositories listed
• A Unified Framework with Meta-dropout for Few-shot Learning
  12 Oct 2022 0 repositories listed
• FontTransformer: Few-shot High-resolution Chinese Glyph Image Synthesis via Stacked Transformers
  12 Oct 2022 0 repositories listed
• Enabling ISP-less Low-Power Computer Vision
  11 Oct 2022 0 repositories listed
• Knowledge-Driven New Drug Recommendation
  11 Oct 2022 0 repositories listed
• Adaptive Distribution Calibration for Few-Shot Learning with Hierarchical Optimal Transport
  9 Oct 2022 0 repositories listed
• AI-Driven Road Maintenance Inspection v2: Reducing Data Dependency & Quantifying Road Damage
  7 Oct 2022 0 repositories listed
• Unsupervised Few-shot Learning via Deep Laplacian Eigenmaps
  7 Oct 2022 0 repositories listed
• AdBERT: An Effective Few Shot Learning Framework for Aligning Tweets to Superbowl Advertisements
  1 Oct 2022 0 repositories listed
• Eureka: Neural Insight Learning for Knowledge Graph Reasoning
  1 Oct 2022 0 repositories listed
• Learnable Distribution Calibration for Few-Shot Class-Incremental Learning
  1 Oct 2022 0 repositories listed
• MetaSLRCL: A Self-Adaptive Learning Rate and Curriculum Learning Based Framework for Few-Shot Text Classification
  1 Oct 2022 0 repositories listed
• TEAM UFAL @ CreativeSumm 2022: BART and SamSum based few-shot approach for creative Summarization
  1 Oct 2022 0 repositories listed
• Visual Prompt Tuning for Few-Shot Text Classification
  1 Oct 2022 0 repositories listed
• Contrastive Graph Few-Shot Learning
  30 Sep 2022 0 repositories listed
• Active Transfer Prototypical Network: An Efficient Labeling Algorithm for Time-Series Data
  28 Sep 2022 0 repositories listed
• Less is More: Rethinking Few-Shot Learning and Recurrent Neural Nets
  28 Sep 2022 0 repositories listed
• Collaboration of Pre-trained Models Makes Better Few-shot Learner
  25 Sep 2022 0 repositories listed
• Learning Chess With Language Models and Transformers
  24 Sep 2022 0 repositories listed
• A Few Shot Multi-Representation Approach for N-gram Spotting in Historical Manuscripts
  21 Sep 2022 0 repositories listed
• AirFi: Empowering WiFi-based Passive Human Gesture Recognition to Unseen Environment via Domain Generalization
  21 Sep 2022 0 repositories listed
• Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification
  18 Sep 2022 0 repositories listed
• Few-Shot Classification with Contrastive Learning
  17 Sep 2022 0 repositories listed
• Data-Driven Target Localization Using Adaptive Radar Processing and Convolutional Neural Networks
  7 Sep 2022 0 repositories listed
• A Study on Representation Transfer for Few-Shot Learning
  5 Sep 2022 0 repositories listed
• Class-Specific Channel Attention for Few-Shot Learning
  3 Sep 2022 0 repositories listed
• How to Prompt? Opportunities and Challenges of Zero- and Few-Shot Learning for Human-AI Interaction in Creative Applications of Generative Models
  3 Sep 2022 0 repositories listed
• IMG2IMU: Translating Knowledge from Large-Scale Images to IMU Sensing Applications
  2 Sep 2022 0 repositories listed
• Learn to Adapt to New Environment from Past Experience and Few Pilot
  2 Sep 2022 0 repositories listed
• Automatic Identification of Coal and Rock/Gangue Based on DenseNet and Gaussian Process
  31 Aug 2022 0 repositories listed
• Few-Shot Learning for Clinical Natural Language Processing Using Siamese Neural Networks
  31 Aug 2022 0 repositories listed
• NeurIPS'22 Cross-Domain MetaDL competition: Design and baseline results
  31 Aug 2022 0 repositories listed
• Few-Shot Learning Meets Transformer: Unified Query-Support Transformers for Few-Shot Classification
  26 Aug 2022 0 repositories listed
• Transfer Learning Application of Self-supervised Learning in ARPES
  23 Aug 2022 0 repositories listed
• MetaRF: Differentiable Random Forest for Reaction Yield Prediction with a Few Trails
  22 Aug 2022 0 repositories listed
• Learning Primitive-aware Discriminative Representations for Few-shot Learning
  20 Aug 2022 0 repositories listed
• IPNET:Influential Prototypical Networks for Few Shot Learning
  19 Aug 2022 0 repositories listed
• Constrained Few-Shot Learning: Human-Like Low Sample Complexity Learning and Non-Episodic Text Classification
  17 Aug 2022 0 repositories listed
• Gradient-Based Meta-Learning Using Uncertainty to Weigh Loss for Few-Shot Learning
  17 Aug 2022 0 repositories listed
• Open Long-Tailed Recognition in a Dynamic World
  17 Aug 2022 0 repositories listed
• Limits of an AI program for solving college math problems
  14 Aug 2022 0 repositories listed
• Domain-invariant Prototypes for Semantic Segmentation
  12 Aug 2022 0 repositories listed
• A Game-Theoretic Perspective of Generalization in Reinforcement Learning
  7 Aug 2022 0 repositories listed
• Convolutional Ensembling based Few-Shot Defect Detection Technique
  5 Aug 2022 0 repositories listed
• Transferable Multi-Agent Reinforcement Learning with Dynamic Participating Agents
  4 Aug 2022 0 repositories listed
• Free-HeadGAN: Neural Talking Head Synthesis with Explicit Gaze Control
  3 Aug 2022 0 repositories listed
• The Curse of Low Task Diversity: On the Failure of Transfer Learning to Outperform MAML and Their Empirical Equivalence
  2 Aug 2022 0 repositories listed
• Few-shot Single-view 3D Reconstruction with Memory Prior Contrastive Network
  30 Jul 2022 0 repositories listed
• A Survey of Learning on Small Data: Generalization, Optimization, and Challenge
  29 Jul 2022 0 repositories listed
• Conservative Generator, Progressive Discriminator: Coordination of Adversaries in Few-shot Incremental Image Synthesis
  29 Jul 2022 0 repositories listed
• BeCAPTCHA-Type: Biometric Keystroke Data Generation for Improved Bot Detection
  27 Jul 2022 0 repositories listed
• Contrastive Knowledge-Augmented Meta-Learning for Few-Shot Classification
  25 Jul 2022 0 repositories listed
• Multi-Level Fine-Tuning, Data Augmentation, and Few-Shot Learning for Specialized Cyber Threat Intelligence
  22 Jul 2022 0 repositories listed
• On the cross-lingual transferability of multilingual prototypical models across NLU tasks
  19 Jul 2022 0 repositories listed
• Similarity of Pre-trained and Fine-tuned Representations
  19 Jul 2022 0 repositories listed
• STT: Soft Template Tuning for Few-Shot Adaptation
  18 Jul 2022 0 repositories listed
• Generative Adversarial Networks Based on Transformer Encoder and Convolution Block for Hyperspectral Image Classification
  16 Jul 2022 0 repositories listed
• Fine-grained Few-shot Recognition by Deep Object Parsing
  14 Jul 2022 0 repositories listed
• Proceedings of the ICML 2022 Expressive Vocalizations Workshop and Competition: Recognizing, Generating, and Personalizing Vocal Bursts
  14 Jul 2022 0 repositories listed
• A Reinforcement Learning-based Offensive semantics Censorship System for Chatbots
  13 Jul 2022 0 repositories listed
• Continual Few-Shot Learning with Adversarial Class Storage
  10 Jul 2022 0 repositories listed
• Few-shot training LLMs for project-specific code-summarization
  9 Jul 2022 0 repositories listed
• Generating Pseudo-labels Adaptively for Few-shot Model-Agnostic Meta-Learning
  9 Jul 2022 0 repositories listed
• On the Subspace Structure of Gradient-Based Meta-Learning
  8 Jul 2022 0 repositories listed
• CAM/CAD Point Cloud Part Segmentation via Few-Shot Learning
  4 Jul 2022 0 repositories listed
• AISFG: Abundant Information Slot Filling Generator
  1 Jul 2022 0 repositories listed
• CS/NLP at SemEval-2022 Task 4: Effective Data Augmentation Methods for Patronizing Language Detection and Multi-label Classification with RoBERTa and GPT3
  1 Jul 2022 0 repositories listed
• Few-shot fine-tuning SOTA summarization models for medical dialogues
  1 Jul 2022 0 repositories listed
• Few-shot Learning for Sumerian Named Entity Recognition
  1 Jul 2022 0 repositories listed
• LEA: Meta Knowledge-Driven Self-Attentive Document Embedding for Few-Shot Text Classification
  1 Jul 2022 0 repositories listed
• RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot Learning
  1 Jul 2022 0 repositories listed
• Strategies to Improve Few-shot Learning for Intent Classification and Slot-Filling
  1 Jul 2022 0 repositories listed