Browse State-of-the-Art › Few-Shot Learning › Papers, page 14

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 14 of 30: papers 1,301 to 1,400 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.

• ViRefSAM: Visual Reference-Guided Segment Anything Model for Remote Sensing Segmentation
  3 Jul 2025 0 repositories listed
• Dynamic Context-Aware Prompt Recommendation for Domain-Specific AI Applications
  25 Jun 2025 0 repositories listed
• Ancient Script Image Recognition and Processing: A Review
  24 Jun 2025 0 repositories listed
• Few-Shot Learning for Industrial Time Series: A Comparative Analysis Using the Example of Screw-Fastening Process Monitoring
  16 Jun 2025 0 repositories listed
• The Sample Complexity of Parameter-Free Stochastic Convex Optimization
  12 Jun 2025 0 repositories listed
• On The Impact of Merge Request Deviations on Code Review Practices
  10 Jun 2025 0 repositories listed
• Hyperbolic Dual Feature Augmentation for Open-Environment
  10 Jun 2025 0 repositories listed
• Variational Supervised Contrastive Learning
  9 Jun 2025 0 repositories listed
• From Generation to Generalization: Emergent Few-Shot Learning in Video Diffusion Models
  8 Jun 2025 0 repositories listed
• Multi-Distillation from Speech and Music Representation Models
  8 Jun 2025 0 repositories listed
• The Hippocampal Place Field Gradient: An Eigenmode Theory Linking Grid Cell Projections to Multiscale Learning
  5 Jun 2025 0 repositories listed
• ViTNF: Leveraging Neural Fields to Boost Vision Transformers in Generalized Category Discovery
  3 Jun 2025 0 repositories listed
• Overcoming Data Scarcity in Scanning Tunnelling Microscopy Image Segmentation
  2 Jun 2025 0 repositories listed
• Lightweight Relational Embedding in Task-Interpolated Few-Shot Networks for Enhanced Gastrointestinal Disease Classification
  30 May 2025 0 repositories listed
• From Parameters to Prompts: Understanding and Mitigating the Factuality Gap between Fine-Tuned LLMs
  29 May 2025 0 repositories listed
• Hierarchical Material Recognition from Local Appearance
  28 May 2025 0 repositories listed
• Large Language Models for Solving Economic Dispatch Problem
  28 May 2025 0 repositories listed
• DiSa: Directional Saliency-Aware Prompt Learning for Generalizable Vision-Language Models
  26 May 2025 0 repositories listed
• Improvement Strategies for Few-Shot Learning in OCT Image Classification of Rare Retinal Diseases
  26 May 2025 0 repositories listed
• SaSi: A Self-augmented and Self-interpreted Deep Learning Approach for Few-shot Cryo-ET Particle Detection
  26 May 2025 0 repositories listed
• Clip4Retrofit: Enabling Real-Time Image Labeling on Edge Devices via Cross-Architecture CLIP Distillation
  23 May 2025 0 repositories listed
• Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles
  22 May 2025 0 repositories listed
• SD-MAD: Sign-Driven Few-shot Multi-Anomaly Detection in Medical Images
  22 May 2025 0 repositories listed
• Beyond Linearity: Squeeze-and-Recalibrate Blocks for Few-Shot Whole Slide Image Classification
  21 May 2025 0 repositories listed Syntology 2 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (of 2 harvested samples)
• Large Language Models as Computable Approximations to Solomonoff Induction
  21 May 2025 0 repositories listed
• FlowBERT: Prompt-tuned BERT for variable flow field prediction
  20 May 2025 0 repositories listed
• Mechanistic Fine-tuning for In-context Learning
  20 May 2025 0 repositories listed
• Physics-Driven Local-Whole Elastic Deformation Modeling for Point Cloud Representation Learning
  20 May 2025 0 repositories listed
• SPKLIP: Aligning Spike Video Streams with Natural Language
  19 May 2025 0 repositories listed
• AdaptMol: Adaptive Fusion from Sequence String to Topological Structure for Few-shot Drug Discovery
  17 May 2025 0 repositories listed
• Evolution imposes an inductive bias that alters and accelerates learning dynamics
  15 May 2025 0 repositories listed
• Logos as a Well-Tempered Pre-train for Sign Language Recognition
  15 May 2025 0 repositories listed Syntology 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
• Few-Shot Learning of Visual Compositional Concepts through Probabilistic Schema Induction
  14 May 2025 0 repositories listed
• FAD: Frequency Adaptation and Diversion for Cross-domain Few-shot Learning
  13 May 2025 0 repositories listed
• Federated Large Language Models: Feasibility, Robustness, Security and Future Directions
  13 May 2025 0 repositories listed
• Beyond CLIP Generalization: Against Forward&Backward Forgetting Adapter for Continual Learning of Vision-Language Models
  12 May 2025 0 repositories listed
• Generative Pre-trained Autoregressive Diffusion Transformer
  12 May 2025 0 repositories listed
• Self-cross Feature based Spiking Neural Networks for Efficient Few-shot Learning
  12 May 2025 0 repositories listed
• TrumorGPT: Graph-Based Retrieval-Augmented Large Language Model for Fact-Checking
  11 May 2025 0 repositories listed
• CrashSage: A Large Language Model-Centered Framework for Contextual and Interpretable Traffic Crash Analysis
  8 May 2025 0 repositories listed
• Enhanced Urdu Intent Detection with Large Language Models and Prototype-Informed Predictive Pipelines
  8 May 2025 0 repositories listed
• Understanding In-context Learning of Addition via Activation Subspaces
  8 May 2025 0 repositories listed
• User Behavior Analysis in Privacy Protection with Large Language Models: A Study on Privacy Preferences with Limited Data
  8 May 2025 0 repositories listed
• A Large Language Model for Feasible and Diverse Population Synthesis
  7 May 2025 0 repositories listed
• HMAE: Self-Supervised Few-Shot Learning for Quantum Spin Systems
  6 May 2025 0 repositories listed
• Topology-Aware CLIP Few-Shot Learning
  3 May 2025 0 repositories listed
• Can Foundation Models Really Segment Tumors? A Benchmarking Odyssey in Lung CT Imaging
  2 May 2025 0 repositories listed
• Advance Fake Video Detection via Vision Transformers
  29 Apr 2025 0 repositories listed
• Exploring internal representation of self-supervised networks: few-shot learning abilities and comparison with human semantics and recognition of objects
  29 Apr 2025 0 repositories listed
• ProFi-Net: Prototype-based Feature Attention with Curriculum Augmentation for WiFi-based Gesture Recognition
  28 Apr 2025 0 repositories listed
• Detecting Actionable Requests and Offers on Social Media During Crises Using LLMs
  22 Apr 2025 0 repositories listed
• Enhancing TCR-Peptide Interaction Prediction with Pretrained Language Models and Molecular Representations
  22 Apr 2025 0 repositories listed
• AltGDmin: Alternating GD and Minimization for Partly-Decoupled (Federated) Optimization
  20 Apr 2025 0 repositories listed
• HFBRI-MAE: Handcrafted Feature Based Rotation-Invariant Masked Autoencoder for 3D Point Cloud Analysis
  19 Apr 2025 0 repositories listed
• A Baseline for Self-state Identification and Classification in Mental Health Data: CLPsych 2025 Task
  18 Apr 2025 0 repositories listed
• Chain-of-Thought Textual Reasoning for Few-shot Temporal Action Localization
  18 Apr 2025 0 repositories listed
• Knowledge Acquisition on Mass-shooting Events via LLMs for AI-Driven Justice
  17 Apr 2025 0 repositories listed
• Can GPT tell us why these images are synthesized? Empowering Multimodal Large Language Models for Forensics
  16 Apr 2025 0 repositories listed
• Improving Instruct Models for Free: A Study on Partial Adaptation
  15 Apr 2025 0 repositories listed
• TSAL: Few-shot Text Segmentation Based on Attribute Learning
  15 Apr 2025 0 repositories listed
• AimTS: Augmented Series and Image Contrastive Learning for Time Series Classification
  14 Apr 2025 0 repositories listed
• Siamese Network with Dual Attention for EEG-Driven Social Learning: Bridging the Human-Robot Gap in Long-Tail Autonomous Driving
  14 Apr 2025 0 repositories listed
• Investigating Vision-Language Model for Point Cloud-based Vehicle Classification
  10 Apr 2025 0 repositories listed
• A Cross-Domain Few-Shot Learning Method Based on Domain Knowledge Mapping
  9 Apr 2025 0 repositories listed
• Few-Shot Adaptation of Grounding DINO for Agricultural Domain
  9 Apr 2025 0 repositories listed
• MultiADS: Defect-aware Supervision for Multi-type Anomaly Detection and Segmentation in Zero-Shot Learning
  9 Apr 2025 0 repositories listed
• AI for Climate Finance: Agentic Retrieval and Multi-Step Reasoning for Early Warning System Investments
  7 Apr 2025 0 repositories listed
• Enhancing NER Performance in Low-Resource Pakistani Languages using Cross-Lingual Data Augmentation
  7 Apr 2025 0 repositories listed
• Exploring Generative AI Techniques in Government: A Case Study
  6 Apr 2025 0 repositories listed
• CoRAG: Collaborative Retrieval-Augmented Generation
  2 Apr 2025 0 repositories listed
• Exploring the Capabilities of LLMs for IMU-based Fine-grained Human Activity Understanding
  2 Apr 2025 0 repositories listed
• Is Temporal Prompting All We Need For Limited Labeled Action Recognition?
  2 Apr 2025 0 repositories listed
• Hierarchical Local-Global Feature Learning for Few-shot Malicious Traffic Detection
  1 Apr 2025 0 repositories listed
• Synthesized Annotation Guidelines are Knowledge-Lite Boosters for Clinical Information Extraction
  1 Apr 2025 0 repositories listed
• Large Language Models are Unreliable for Cyber Threat Intelligence
  29 Mar 2025 0 repositories listed
• Unbiased Max-Min Embedding Classification for Transductive Few-Shot Learning: Clustering and Classification Are All You Need
  28 Mar 2025 0 repositories listed
• Adaptive Clipping for Privacy-Preserving Few-Shot Learning: Enhancing Generalization with Limited Data
  27 Mar 2025 0 repositories listed
• From User Preferences to Optimization Constraints Using Large Language Models
  27 Mar 2025 0 repositories listed
• Show or Tell? Effectively prompting Vision-Language Models for semantic segmentation
  25 Mar 2025 0 repositories listed
• ALWNN Empowered Automatic Modulation Classification: Conquering Complexity and Scarce Sample Conditions
  24 Mar 2025 0 repositories listed
• FACE: Few-shot Adapter with Cross-view Fusion for Cross-subject EEG Emotion Recognition
  24 Mar 2025 0 repositories listed
• PNN: A Novel Progressive Neural Network for Fault Classification in Rotating Machinery under Small Dataset Constraint
  24 Mar 2025 0 repositories listed
• FS-SS: Few-Shot Learning for Fast and Accurate Spike Sorting of High-channel Count Probes
  23 Mar 2025 0 repositories listed
• ConvoGen: Enhancing Conversational AI with Synthetic Data: A Multi-Agent Approach
  21 Mar 2025 0 repositories listed
• Conjuring Positive Pairs for Efficient Unification of Representation Learning and Image Synthesis
  19 Mar 2025 0 repositories listed
• Sparseformer: a Transferable Transformer with Multi-granularity Token Sparsification for Medical Time Series Classification
  19 Mar 2025 0 repositories listed
• Optimizing Large Language Models for Detecting Symptoms of Comorbid Depression or Anxiety in Chronic Diseases: Insights from Patient Messages
  14 Mar 2025 0 repositories listed
• Riemannian Geometric-based Meta Learning
  14 Mar 2025 0 repositories listed
• Membership Inference Attacks fueled by Few-Short Learning to detect privacy leakage tackling data integrity
  12 Mar 2025 0 repositories listed
• Evaluation of the Automated Labeling Method for Taxonomic Nomenclature Through Prompt-Optimized Large Language Model
  8 Mar 2025 0 repositories listed
• From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning
  8 Mar 2025 0 repositories listed
• Memory Is All You Need: Testing How Model Memory Affects LLM Performance in Annotation Tasks
  6 Mar 2025 0 repositories listed
• Rethinking Few-Shot Medical Image Segmentation by SAM2: A Training-Free Framework with Augmentative Prompting and Dynamic Matching
  5 Mar 2025 0 repositories listed
• ExpertGenQA: Open-ended QA generation in Specialized Domains
  4 Mar 2025 0 repositories listed
• Malware Classification from Memory Dumps Using Machine Learning, Transformers, and Large Language Models
  4 Mar 2025 0 repositories listed
• Network Traffic Classification Using Machine Learning, Transformer, and Large Language Models
  4 Mar 2025 0 repositories listed
• Use Me Wisely: AI-Driven Assessment for LLM Prompting Skills Development
  4 Mar 2025 0 repositories listed
• Diversity Covariance-Aware Prompt Learning for Vision-Language Models
  3 Mar 2025 0 repositories listed
• Enhancing Multi-hop Reasoning in Vision-Language Models via Self-Distillation with Multi-Prompt Ensembling
  3 Mar 2025 0 repositories listed
• Transformer Based Self-Context Aware Prediction for Few-Shot Anomaly Detection in Videos
  2 Mar 2025 0 repositories listed

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since 2026-09-28, the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.