Reason-RFT: Reinforcement Fine-Tuning for Visual Reasoning Mar 26, 2025 Few-Shot Learning Visual Reasoning
Code Code Available Show or Tell? Effectively prompting Vision-Language Models for semantic segmentation Mar 25, 2025 Few-Shot Learning Segmentation
— Unverified FACE: Few-shot Adapter with Cross-view Fusion for Cross-subject EEG Emotion Recognition Mar 24, 2025 Domain Adaptation EEG
— Unverified PNN: A Novel Progressive Neural Network for Fault Classification in Rotating Machinery under Small Dataset Constraint Mar 24, 2025 Fault Detection Few-Shot Learning
— Unverified CFReID: Continual Few-shot Person Re-Identification Mar 24, 2025 Few-Shot Learning Person Re-Identification
Code Code Available ALWNN Empowered Automatic Modulation Classification: Conquering Complexity and Scarce Sample Conditions Mar 24, 2025 Few-Shot Learning
— Unverified FS-SS: Few-Shot Learning for Fast and Accurate Spike Sorting of High-channel Count Probes Mar 23, 2025 Few-Shot Learning Meta-Learning
— Unverified ConvoGen: Enhancing Conversational AI with Synthetic Data: A Multi-Agent Approach Mar 21, 2025 Conversation Summarization Few-Shot Learning
— Unverified Think or Not Think: A Study of Explicit Thinking in Rule-Based Visual Reinforcement Fine-Tuning Mar 20, 2025 Classification Few-Shot Learning
Code Code Available Corrective In-Context Learning: Evaluating Self-Correction in Large Language Models Mar 20, 2025 Few-Shot Learning In-Context Learning
Code Code Available Sparseformer: a Transferable Transformer with Multi-granularity Token Sparsification for Medical Time Series Classification Mar 19, 2025 Diagnostic Few-Shot Learning
— Unverified Conjuring Positive Pairs for Efficient Unification of Representation Learning and Image Synthesis Mar 19, 2025 Few-Shot Learning Image Generation
— Unverified Optimizing Large Language Models for Detecting Symptoms of Comorbid Depression or Anxiety in Chronic Diseases: Insights from Patient Messages Mar 14, 2025 Binary Classification Few-Shot Learning
— Unverified Riemannian Geometric-based Meta Learning Mar 14, 2025 Few-Shot Learning Meta-Learning
— Unverified DRESS: Disentangled Representation-based Self-Supervised Meta-Learning for Diverse Tasks Mar 12, 2025 Diversity Few-Shot Learning
Code Code Available Membership Inference Attacks fueled by Few-Short Learning to detect privacy leakage tackling data integrity Mar 12, 2025 Deep Learning Few-Shot Learning
— Unverified Evaluation of the Automated Labeling Method for Taxonomic Nomenclature Through Prompt-Optimized Large Language Model Mar 8, 2025 Few-Shot Learning Language Modeling
— Unverified From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning Mar 8, 2025 3D Object Detection Autonomous Driving
— Unverified Memory Is All You Need: Testing How Model Memory Affects LLM Performance in Annotation Tasks Mar 6, 2025 All Few-Shot Learning
— Unverified Rethinking Few-Shot Medical Image Segmentation by SAM2: A Training-Free Framework with Augmentative Prompting and Dynamic Matching Mar 5, 2025 Data Augmentation Few-Shot Learning
— Unverified Bridging Molecular Graphs and Large Language Models Mar 5, 2025 Few-Shot Learning
Code Code Available Frankenstein Optimizer: Harnessing the Potential by Revisiting Optimization Tricks Mar 4, 2025 Few-Shot Learning
Code Code Available ExpertGenQA: Open-ended QA generation in Specialized Domains Mar 4, 2025 Diversity Few-Shot Learning
— Unverified Malware Classification from Memory Dumps Using Machine Learning, Transformers, and Large Language Models Mar 4, 2025 Deep Learning feature selection
— Unverified Use Me Wisely: AI-Driven Assessment for LLM Prompting Skills Development Mar 4, 2025 feature selection Few-Shot Learning
— Unverified Network Traffic Classification Using Machine Learning, Transformer, and Large Language Models Mar 4, 2025 Few-Shot Learning Model Selection
— Unverified Diversity Covariance-Aware Prompt Learning for Vision-Language Models Mar 3, 2025 Diversity Few-Shot Learning
— Unverified Enhancing Multi-hop Reasoning in Vision-Language Models via Self-Distillation with Multi-Prompt Ensembling Mar 3, 2025 Answer Generation Computational Efficiency
— Unverified Transformer Based Self-Context Aware Prediction for Few-Shot Anomaly Detection in Videos Mar 2, 2025 Anomaly Detection Few-Shot Learning
— Unverified Learning to Animate Images from A Few Videos to Portray Delicate Human Actions Mar 1, 2025 Decoder Few-Shot Learning
— Unverified LADs: Leveraging LLMs for AI-Driven DevOps Feb 28, 2025 Few-Shot Learning Retrieval-augmented Generation
— Unverified Mixmamba-fewshot: mamba and attention mixer-based method with few-shot learning for bearing fault diagnosis Feb 27, 2025 Classification Diagnostic
Code Code Available Large Language Models as Attribution Regularizers for Efficient Model Training Feb 27, 2025 Few-Shot Learning
Code Code Available Few-Shot Multilingual Open-Domain QA from 5 Examples Feb 27, 2025 Few-Shot Learning Open-Domain Question Answering
Code Code Available Code Summarization Beyond Function Level Feb 23, 2025 Code Summarization Few-Shot Learning
Code Code Available Cross-domain Few-shot Object Detection with Multi-modal Textual Enrichment Feb 23, 2025 Cross-Domain Few-Shot Cross-Domain Few-Shot Object Detection
Code Code Available An Autonomous Network Orchestration Framework Integrating Large Language Models with Continual Reinforcement Learning Feb 22, 2025 ARC Continual Learning
— Unverified TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data Feb 22, 2025 Bayesian Inference Few-Shot Learning
Code Code Available A Similarity Paradigm Through Textual Regularization Without Forgetting Feb 20, 2025 Domain Generalization Few-Shot Learning
— Unverified Retrieving Versus Understanding Extractive Evidence in Few-Shot Learning Feb 19, 2025 Few-Shot Learning Language Modeling
— Unverified Dual-level Mixup for Graph Few-shot Learning with Fewer Tasks Feb 19, 2025 Few-Shot Learning Graph Learning
Code Code Available RM-PoT: Reformulating Mathematical Problems and Solving via Program of Thoughts Feb 18, 2025 Few-Shot Learning
— Unverified Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction Feb 18, 2025 Aspect-Based Sentiment Analysis (ABSA) Few-Shot Learning
Code Code Available UniMatch: Universal Matching from Atom to Task for Few-Shot Drug Discovery Feb 18, 2025 Drug Discovery Few-Shot Learning
Code Code Available RIDE: Enhancing Large Language Model Alignment through Restyled In-Context Learning Demonstration Exemplars Feb 17, 2025 Few-Shot Learning In-Context Learning
Code Code Available SQL-o1: A Self-Reward Heuristic Dynamic Search Method for Text-to-SQL Feb 17, 2025 Few-Shot Learning Heuristic Search
Code Code Available SEM-CLIP: Precise Few-Shot Learning for Nanoscale Defect Detection in Scanning Electron Microscope Image Feb 15, 2025 Defect Detection Feature Engineering
— Unverified A Hybrid Model for Few-Shot Text Classification Using Transfer and Meta-Learning Feb 13, 2025 Few-Shot Learning Few-Shot Text Classification
— Unverified Cancer Vaccine Adjuvant Name Recognition from Biomedical Literature using Large Language Models Feb 12, 2025 Few-Shot Learning Large Language Model
Code Code Available A Flag Decomposition for Hierarchical Datasets Feb 11, 2025 Clustering Denoising
Code Code Available 