Browse State-of-the-Art › Few-Shot Learning › Papers, page 21

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 21 of 30: papers 2,001 to 2,100 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.

• Meta-tuning Loss Functions and Data Augmentation for Few-shot Object Detection
  24 Apr 2023 0 repositories listed
• Towards Addressing Training Data Scarcity Challenge in Emerging Radio Access Networks: A Survey and Framework
  24 Apr 2023 0 repositories listed
• Information Extraction from Documents: Question Answering vs Token Classification in real-world setups
  21 Apr 2023 0 repositories listed
• RPLKG: Robust Prompt Learning with Knowledge Graph
  21 Apr 2023 0 repositories listed
• Few-shot Medical Image Segmentation via Cross-Reference Transformer
  19 Apr 2023 0 repositories listed
• MixPro: Simple yet Effective Data Augmentation for Prompt-based Learning
  19 Apr 2023 0 repositories listed
• CancerGPT: Few-shot Drug Pair Synergy Prediction using Large Pre-trained Language Models
  18 Apr 2023 0 repositories listed
• A Survey on Few-Shot Class-Incremental Learning
  17 Apr 2023 0 repositories listed
• SMAE: Few-shot Learning for HDR Deghosting with Saturation-Aware Masked Autoencoders
  14 Apr 2023 0 repositories listed
• LSFSL: Leveraging Shape Information in Few-shot Learning
  13 Apr 2023 0 repositories listed
• On the Opportunities and Challenges of Foundation Models for Geospatial Artificial Intelligence
  13 Apr 2023 0 repositories listed
• Out-of-distribution Few-shot Learning For Edge Devices without Model Fine-tuning
  13 Apr 2023 0 repositories listed
• Few Shot Semantic Segmentation: a review of methodologies, benchmarks, and open challenges
  12 Apr 2023 0 repositories listed
• Learning to Learn with Indispensable Connections
  6 Apr 2023 0 repositories listed
• Sociocultural knowledge is needed for selection of shots in hate speech detection tasks
  4 Apr 2023 0 repositories listed
• Cross-Cultural Transfer Learning for Chinese Offensive Language Detection
  31 Mar 2023 0 repositories listed
• Channel Phase Processing in Wireless Networks for Human Activity Recognition
  29 Mar 2023 0 repositories listed
• Few-Shot 3D Point Cloud Semantic Segmentation via Stratified Class-Specific Attention Based Transformer Network
  28 Mar 2023 0 repositories listed
• On Codex Prompt Engineering for OCL Generation: An Empirical Study
  28 Mar 2023 0 repositories listed
• Generalizable Denoising of Microscopy Images using Generative Adversarial Networks and Contrastive Learning
  27 Mar 2023 0 repositories listed
• Learning Expressive Prompting With Residuals for Vision Transformers
  27 Mar 2023 0 repositories listed
• SPEC: Summary Preference Decomposition for Low-Resource Abstractive Summarization
  24 Mar 2023 0 repositories listed
• Decomposed Prototype Learning for Few-Shot Scene Graph Generation
  20 Mar 2023 0 repositories listed
• A general-purpose AI assistant embedded in an open-source radiology information system
  18 Mar 2023 0 repositories listed
• A Survey of Deep Visual Cross-Domain Few-Shot Learning
  16 Mar 2023 0 repositories listed
• Instance-Conditioned GAN Data Augmentation for Representation Learning
  16 Mar 2023 0 repositories listed
• Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey
  15 Mar 2023 0 repositories listed
• HazardNet: Road Debris Detection by Augmentation of Synthetic Models
  14 Mar 2023 0 repositories listed
• Meta-learning approaches for few-shot learning: A survey of recent advances
  13 Mar 2023 0 repositories listed
• Gradient-Regulated Meta-Prompt Learning for Generalizable Vision-Language Models
  12 Mar 2023 0 repositories listed
• Consistency Analysis of ChatGPT
  11 Mar 2023 0 repositories listed
• Knowledge-augmented Few-shot Visual Relation Detection
  9 Mar 2023 0 repositories listed
• Exploring Data Augmentation Methods on Social Media Corpora
  3 Mar 2023 0 repositories listed
• A Few-Shot Attention Recurrent Residual U-Net for Crack Segmentation
  2 Mar 2023 0 repositories listed
• CLR-GAM: Contrastive Point Cloud Learning with Guided Augmentation and Feature Mapping
  28 Feb 2023 0 repositories listed
• Language Models are Few-shot Learners for Prognostic Prediction
  24 Feb 2023 0 repositories listed
• Few-Shot Point Cloud Semantic Segmentation via Contrastive Self-Supervision and Multi-Resolution Attention
  21 Feb 2023 0 repositories listed
• KG-ECO: Knowledge Graph Enhanced Entity Correction for Query Rewriting
  21 Feb 2023 0 repositories listed
• Mask-guided BERT for Few Shot Text Classification
  21 Feb 2023 0 repositories listed
• Meta-World Conditional Neural Processes
  20 Feb 2023 0 repositories listed
• DGP-Net: Dense Graph Prototype Network for Few-Shot SAR Target Recognition
  19 Feb 2023 0 repositories listed
• Few-shot Multimodal Multitask Multilingual Learning
  19 Feb 2023 0 repositories listed
• An Adaptive Plug-and-Play Network for Few-Shot Learning
  18 Feb 2023 0 repositories listed
• Neural Attention Memory
  18 Feb 2023 0 repositories listed
• Scalable Prompt Generation for Semi-supervised Learning with Language Models
  18 Feb 2023 0 repositories listed
• CovidExpert: A Triplet Siamese Neural Network framework for the detection of COVID-19
  17 Feb 2023 0 repositories listed
• Few-shot 3D LiDAR Semantic Segmentation for Autonomous Driving
  17 Feb 2023 0 repositories listed
• Conversation Style Transfer using Few-Shot Learning
  16 Feb 2023 0 repositories listed
• Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning?
  16 Feb 2023 0 repositories listed
• Few-shot learning approaches for classifying low resource domain specific software requirements
  14 Feb 2023 0 repositories listed
• Distillation of encoder-decoder transformers for sequence labelling
  10 Feb 2023 0 repositories listed
• Re-ViLM: Retrieval-Augmented Visual Language Model for Zero and Few-Shot Image Captioning
  9 Feb 2023 0 repositories listed
• CrossCodeBench: Benchmarking Cross-Task Generalization of Source Code Models
  8 Feb 2023 0 repositories listed
• A Systematic Evaluation and Benchmark for Embedding-Aware Generative Models: Features, Models, and Any-shot Scenarios
  8 Feb 2023 0 repositories listed
• AutoWS: Automated Weak Supervision Framework for Text Classification
  7 Feb 2023 0 repositories listed
• The unreasonable effectiveness of few-shot learning for machine translation
  2 Feb 2023 0 repositories listed
• Differentiable Entailment for Parameter Efficient Few Shot Learning
  31 Jan 2023 0 repositories listed
• Alignment with human representations supports robust few-shot learning
  27 Jan 2023 0 repositories listed
• Explore the Power of Dropout on Few-shot Learning
  26 Jan 2023 0 repositories listed
• FewShotTextGCN: K-hop neighborhood regularization for few-shot learning on graphs
  25 Jan 2023 0 repositories listed
• ODOR: The ICPR2022 ODeuropa Challenge on Olfactory Object Recognition
  24 Jan 2023 0 repositories listed
• AI of Brain and Cognitive Sciences: From the Perspective of First Principles
  20 Jan 2023 0 repositories listed
• Concept Discovery for Fast Adapatation
  19 Jan 2023 0 repositories listed
• Exploiting Style Transfer-based Task Augmentation for Cross-Domain Few-Shot Learning
  19 Jan 2023 0 repositories listed
• Continual HyperTransformer: A Meta-Learner for Continual Few-Shot Learning
  11 Jan 2023 0 repositories listed
• Few-shot Learning for Cross-Target Stance Detection by Aggregating Multimodal Embeddings
  11 Jan 2023 0 repositories listed
• High-level semantic feature matters few-shot unsupervised domain adaptation
  5 Jan 2023 0 repositories listed
• Task Weighting in Meta-learning with Trajectory Optimisation
  4 Jan 2023 0 repositories listed
• A Survey On Few-shot Knowledge Graph Completion with Structural and Commonsense Knowledge
  3 Jan 2023 0 repositories listed
• A Theory of Human-Like Few-Shot Learning
  3 Jan 2023 0 repositories listed
• Bi-Level Meta-Learning for Few-Shot Domain Generalization
  1 Jan 2023 0 repositories listed
• Boosting Transductive Few-Shot Fine-Tuning With Margin-Based Uncertainty Weighting and Probability Regularization
  1 Jan 2023 0 repositories listed
• Few-shot Continual Infomax Learning
  1 Jan 2023 0 repositories listed
• Frequency Guidance Matters in Few-Shot Learning
  1 Jan 2023 0 repositories listed
• Unleashing the Power of Shared Label Structures for Human Activity Recognition
  1 Jan 2023 0 repositories listed
• Task-aware Adaptive Learning for Cross-domain Few-shot Learning
  1 Jan 2023 0 repositories listed
• Generalization Bounds for Few-Shot Transfer Learning with Pretrained Classifiers
  23 Dec 2022 0 repositories listed
• Contrastive Distillation Is a Sample-Efficient Self-Supervised Loss Policy for Transfer Learning
  21 Dec 2022 0 repositories listed
• JASMINE: Arabic GPT Models for Few-Shot Learning
  21 Dec 2022 0 repositories listed
• OpineSum: Entailment-based self-training for abstractive opinion summarization
  21 Dec 2022 0 repositories listed
• In-context Learning Distillation: Transferring Few-shot Learning Ability of Pre-trained Language Models
  20 Dec 2022 0 repositories listed
• Human in the loop: How to effectively create coherent topics by manually labeling only a few documents per class
  19 Dec 2022 0 repositories listed
• ALERT: Adapting Language Models to Reasoning Tasks
  16 Dec 2022 0 repositories listed
• Check-worthy Claim Detection across Topics for Automated Fact-checking
  16 Dec 2022 0 repositories listed
• FewFedWeight: Few-shot Federated Learning Framework across Multiple NLP Tasks
  16 Dec 2022 0 repositories listed
• Localized Latent Updates for Fine-Tuning Vision-Language Models
  13 Dec 2022 0 repositories listed
• Technical Report -- Competition Solution for Prompt Tuning using Pretrained Language Model
  13 Dec 2022 0 repositories listed
• Cap2Aug: Caption guided Image to Image data Augmentation
  11 Dec 2022 0 repositories listed
• Demystifying Prompts in Language Models via Perplexity Estimation
  8 Dec 2022 0 repositories listed
• Few-shot Medical Image Segmentation with Cycle-resemblance Attention
  7 Dec 2022 0 repositories listed
• JamPatoisNLI: A Jamaican Patois Natural Language Inference Dataset
  7 Dec 2022 0 repositories listed
• Learn to Explore: on Bootstrapping Interactive Data Exploration with Meta-learning
  7 Dec 2022 0 repositories listed
• Towards Automatic Cetacean Photo-Identification: A Framework for Fine-Grain, Few-Shot Learning in Marine Ecology
  7 Dec 2022 0 repositories listed
• Cross-Domain Few-Shot Relation Extraction via Representation Learning and Domain Adaptation
  5 Dec 2022 0 repositories listed
• Improving Few-Shot Performance of Language Models via Nearest Neighbor Calibration
  5 Dec 2022 0 repositories listed
• Few-Shot Nested Named Entity Recognition
  2 Dec 2022 0 repositories listed
• Towards Practical Few-shot Federated NLP
  1 Dec 2022 0 repositories listed
• Explicit Knowledge Transfer for Weakly-Supervised Code Generation
  30 Nov 2022 0 repositories listed
• Disentangled Generation with Information Bottleneck for Few-Shot Learning
  29 Nov 2022 0 repositories listed
• Few-shot Query-Focused Summarization with Prefix-Merging
  29 Nov 2022 0 repositories listed