Browse State-of-the-Art › Few-Shot Learning › Papers, page 17
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 17 of 30: papers 1,601 to 1,700 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.
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Learn To Learn More Precisely8 Aug 2024 0 repositories listed
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LLM-based MOFs Synthesis Condition Extraction using Few-Shot Demonstrations6 Aug 2024 0 repositories listed
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Effective Demonstration Annotation for In-Context Learning via Language Model-Based Determinantal Point Process4 Aug 2024 0 repositories listed
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Recent Advances in Multi-Choice Machine Reading Comprehension: A Survey on Methods and Datasets4 Aug 2024 0 repositories listed
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Cross-domain Named Entity Recognition via Graph Matching2 Aug 2024 0 repositories listed
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GNN-SKAN: Harnessing the Power of SwallowKAN to Advance Molecular Representation Learning with GNNs2 Aug 2024 0 repositories listed
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A deep learning-enabled smart garment for accurate and versatile sleep conditions monitoring in daily life1 Aug 2024 0 repositories listed
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Granting GPT-4 License and Opportunity: Enhancing Accuracy and Confidence Estimation for Few-Shot Event Detection1 Aug 2024 0 repositories listed
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Advancing Prompt Learning through an External Layer29 Jul 2024 0 repositories listed
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AgEval: A Benchmark for Zero-Shot and Few-Shot Plant Stress Phenotyping with Multimodal LLMs29 Jul 2024 0 repositories listed
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Enhancing Code Translation in Language Models with Few-Shot Learning via Retrieval-Augmented Generation29 Jul 2024 0 repositories listed
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Segmenting Fetal Head with Efficient Fine-tuning Strategies in Low-resource Settings: an empirical study with U-Net29 Jul 2024 0 repositories listed
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Using Large Language Models for the Interpretation of Building Regulations26 Jul 2024 0 repositories listed
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Pre-Training and Prompting for Few-Shot Node Classification on Text-Attributed Graphs22 Jul 2024 0 repositories listed
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MedSAGa: Few-shot Memory Efficient Medical Image Segmentation using Gradient Low-Rank Projection in SAM21 Jul 2024 0 repositories listed
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A Comprehensive Review of Few-shot Action Recognition20 Jul 2024 0 repositories listed
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CellularLint: A Systematic Approach to Identify Inconsistent Behavior in Cellular Network Specifications18 Jul 2024 0 repositories listed
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PICASSO: A Feed-Forward Framework for Parametric Inference of CAD Sketches via Rendering Self-Supervision18 Jul 2024 0 repositories listed
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Evaluating Linguistic Capabilities of Multimodal LLMs in the Lens of Few-Shot Learning17 Jul 2024 0 repositories listed
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A Closer Look at Benchmarking Self-Supervised Pre-training with Image Classification16 Jul 2024 0 repositories listed
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Reasoning with Large Language Models, a Survey16 Jul 2024 0 repositories listed
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Few-Shot Image Generation by Conditional Relaxing Diffusion Inversion9 Jul 2024 0 repositories listed
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Identification of emotions on Twitter during the 2022 electoral process in Colombia9 Jul 2024 0 repositories listed
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Measuring Sustainability Intention of ESG Fund Disclosure using Few-Shot Learning9 Jul 2024 0 repositories listed
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Learning to Adapt Category Consistent Meta-Feature of CLIP for Few-Shot Classification8 Jul 2024 0 repositories listed
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Using Grammar Masking to Ensure Syntactic Validity in LLM-based Modeling Tasks8 Jul 2024 0 repositories listed
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Few-Shot Airway-Tree Modeling using Data-Driven Sparse Priors5 Jul 2024 0 repositories listed
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Fully Fine-tuned CLIP Models are Efficient Few-Shot Learners4 Jul 2024 0 repositories listed
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SAFT: Towards Out-of-Distribution Generalization in Fine-Tuning3 Jul 2024 0 repositories listed
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Core Knowledge Learning Framework for Graph Adaptation and Scalability Learning2 Jul 2024 0 repositories listed
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Dynamic Few-Shot Learning for Knowledge Graph Question Answering1 Jul 2024 0 repositories listed
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Financial Knowledge Large Language Model29 Jun 2024 0 repositories listed
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Human-Free Automated Prompting for Vision-Language Anomaly Detection: Prompt Optimization with Meta-guiding Prompt Scheme26 Jun 2024 0 repositories listed
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Masked Generative Extractor for Synergistic Representation and 3D Generation of Point Clouds25 Jun 2024 0 repositories listed
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AnnotatedTables: A Large Tabular Dataset with Language Model Annotations24 Jun 2024 0 repositories listed
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Exploring Factual Entailment with NLI: A News Media Study24 Jun 2024 0 repositories listed
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Distributed Rule Vectors is A Key Mechanism in Large Language Models' In-Context Learning23 Jun 2024 0 repositories listed
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Evaluating the Effectiveness of the Foundational Models for Q&A Classification in Mental Health care23 Jun 2024 0 repositories listed
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Review of Zero-Shot and Few-Shot AI Algorithms in The Medical Domain23 Jun 2024 0 repositories listed
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Sports Intelligence: Assessing the Sports Understanding Capabilities of Language Models through Question Answering from Text to Video21 Jun 2024 0 repositories listed
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VLM Agents Generate Their Own Memories: Distilling Experience into Embodied Programs of Thought20 Jun 2024 0 repositories listed
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Communication-Efficient and Privacy-Preserving Decentralized Meta-Learning19 Jun 2024 0 repositories listed
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IntCoOp: Interpretability-Aware Vision-Language Prompt Tuning19 Jun 2024 0 repositories listed
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Putting GPT-4o to the Sword: A Comprehensive Evaluation of Language, Vision, Speech, and Multimodal Proficiency19 Jun 2024 0 repositories listed
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Using Multimodal Large Language Models for Automated Detection of Traffic Safety Critical Events19 Jun 2024 0 repositories listed
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AnyTrans: Translate AnyText in the Image with Large Scale Models17 Jun 2024 0 repositories listed
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Mining Open Semantics from CLIP: A Relation Transition Perspective for Few-Shot Learning17 Jun 2024 0 repositories listed
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COOL: Comprehensive Knowledge Enhanced Prompt Learning for Domain Adaptive Few-shot Fake News Detection16 Jun 2024 0 repositories listed
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Self-Supervised and Few-Shot Learning for Robust Bioaerosol Monitoring14 Jun 2024 0 repositories listed
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mOSCAR: A Large-scale Multilingual and Multimodal Document-level Corpus13 Jun 2024 0 repositories listed
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Meta-Learning Neural Procedural Biases12 Jun 2024 0 repositories listed
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Bilingual Sexism Classification: Fine-Tuned XLM-RoBERTa and GPT-3.5 Few-Shot Learning11 Jun 2024 0 repositories listed
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Few-Shot Load Forecasting Under Data Scarcity in Smart Grids: A Meta-Learning Approach9 Jun 2024 0 repositories listed
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Text2VP: Generative AI for Visual Programming and Parametric Modeling9 Jun 2024 0 repositories listed
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MaTableGPT: GPT-based Table Data Extractor from Materials Science Literature8 Jun 2024 0 repositories listed
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Graph Mining under Data scarcity7 Jun 2024 0 repositories listed
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Low-Resource Cross-Lingual Summarization through Few-Shot Learning with Large Language Models7 Jun 2024 0 repositories listed
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Detecting Endangered Marine Species in Autonomous Underwater Vehicle Imagery Using Point Annotations and Few-Shot Learning4 Jun 2024 0 repositories listed
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Enhancing Trust in LLMs: Algorithms for Comparing and Interpreting LLMs4 Jun 2024 0 repositories listed
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Strengthening Network Intrusion Detection in IoT Environments with Self-Supervised Learning and Few Shot Learning4 Jun 2024 0 repositories listed
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Understanding the Cross-Domain Capabilities of Video-Based Few-Shot Action Recognition Models3 Jun 2024 0 repositories listed
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Applying Fine-Tuned LLMs for Reducing Data Needs in Load Profile Analysis2 Jun 2024 0 repositories listed
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Wav2Prompt: End-to-End Speech Prompt Generation and Tuning For LLM in Zero and Few-shot Learning1 Jun 2024 0 repositories listed
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Large Language Models: A New Approach for Privacy Policy Analysis at Scale31 May 2024 0 repositories listed
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Few-shot fault diagnosis based on multi-scale graph convolution filtering for industry30 May 2024 0 repositories listed
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Multimodal Cross-Domain Few-Shot Learning for Egocentric Action Recognition30 May 2024 0 repositories listed
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On the Limits of Multi-modal Meta-Learning with Auxiliary Task Modulation Using Conditional Batch Normalization29 May 2024 0 repositories listed
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Learning Human-Aligned Representations with Contrastive Learning and Generative Similarity29 May 2024 0 repositories listed
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Mashee at SemEval-2024 Task 8: The Impact of Samples Quality on the Performance of In-Context Learning for Machine Text Classification28 May 2024 0 repositories listed
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Exploring the LLM Journey from Cognition to Expression with Linear Representations27 May 2024 0 repositories listed
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RAGSys: Item-Cold-Start Recommender as RAG System27 May 2024 0 repositories listed
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On Understanding Attention-Based In-Context Learning for Categorical Data27 May 2024 0 repositories listed
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Magnetic Resonance Image Processing Transformer for General Accelerated Image Reconstruction23 May 2024 0 repositories listed
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What Makes Good Few-shot Examples for Vision-Language Models?22 May 2024 0 repositories listed
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Customize Your Own Paired Data via Few-shot Way21 May 2024 0 repositories listed
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How Reliable AI Chatbots are for Disease Prediction from Patient Complaints?21 May 2024 0 repositories listed
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Investigating Persuasion Techniques in Arabic: An Empirical Study Leveraging Large Language Models21 May 2024 0 repositories listed
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Like Humans to Few-Shot Learning through Knowledge Permeation of Vision and Text21 May 2024 0 repositories listed
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Mining the Explainability and Generalization: Fact Verification Based on Self-Instruction21 May 2024 0 repositories listed
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WisPerMed at BioLaySumm: Adapting Autoregressive Large Language Models for Lay Summarization of Scientific Articles20 May 2024 0 repositories listed
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WisPerMed at "Discharge Me!": Advancing Text Generation in Healthcare with Large Language Models, Dynamic Expert Selection, and Priming Techniques on MIMIC-IV18 May 2024 0 repositories listed
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A Versatile Framework for Analyzing Galaxy Image Data by Implanting Human-in-the-loop on a Large Vision Model17 May 2024 0 repositories listed
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ActiveLLM: Large Language Model-based Active Learning for Textual Few-Shot Scenarios17 May 2024 0 repositories listed
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Dehazing Remote Sensing and UAV Imagery: A Review of Deep Learning, Prior-based, and Hybrid Approaches13 May 2024 0 repositories listed
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Support-Query Prototype Fusion Network for Few-shot Medical Image Segmentation13 May 2024 0 repositories listed
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CANAL -- Cyber Activity News Alerting Language Model: Empirical Approach vs. Expensive LLM10 May 2024 0 repositories listed
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A Mixture-of-Experts Approach to Few-Shot Task Transfer in Open-Ended Text Worlds9 May 2024 0 repositories listed
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Iris: An AI-Driven Virtual Tutor For Computer Science Education9 May 2024 0 repositories listed
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Reddit-Impacts: A Named Entity Recognition Dataset for Analyzing Clinical and Social Effects of Substance Use Derived from Social Media9 May 2024 0 repositories listed
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DrugLLM: Open Large Language Model for Few-shot Molecule Generation7 May 2024 0 repositories listed
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Intra-task Mutual Attention based Vision Transformer for Few-Shot Learning6 May 2024 0 repositories listed
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Multi-Agent RL-Based Industrial AIGC Service Offloading over Wireless Edge Networks5 May 2024 0 repositories listed
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Enhancing News Summarization with ELearnFit through Efficient In-Context Learning and Efficient Fine-Tuning4 May 2024 0 repositories listed
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Open-SQL Framework: Enhancing Text-to-SQL on Open-source Large Language Models4 May 2024 0 repositories listed
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A Survey of Few-Shot Learning for Biomedical Time Series3 May 2024 0 repositories listed
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Variational Neuron Shifting for Few-Shot Image Classification Across Domains1 May 2024 0 repositories listed
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PEFSL: A deployment Pipeline for Embedded Few-Shot Learning on a FPGA SoC30 Apr 2024 0 repositories listed
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PEVA-Net: Prompt-Enhanced View Aggregation Network for Zero/Few-Shot Multi-View 3D Shape Recognition30 Apr 2024 0 repositories listed
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Ta-Adapter: Enhancing few-shot CLIP with task-aware encoders29 Apr 2024 0 repositories listed
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Evaluation of Few-Shot Learning for Classification Tasks in the Polish Language27 Apr 2024 0 repositories listed