SpectrumFM: A Foundation Model for Intelligent Spectrum Management May 2, 2025 Anomaly Detection Few-Shot Learning
Code Code Available KAN or MLP? Point Cloud Shows the Way Forward Apr 18, 2025 Few-Shot Learning Kolmogorov-Arnold Networks
Code Code Available DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency Apr 16, 2025 Few-Shot Learning Interactive Segmentation
Code Code Available Bridging Molecular Graphs and Large Language Models Mar 5, 2025 Few-Shot Learning
Code Code Available Mixmamba-fewshot: mamba and attention mixer-based method with few-shot learning for bearing fault diagnosis Feb 27, 2025 Classification Diagnostic
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 TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data Feb 22, 2025 Bayesian Inference Few-Shot Learning
Code Code Available Holistic Semantic Representation for Navigational Trajectory Generation Jan 6, 2025 Few-Shot Learning Zero-Shot Learning
Code Code Available Generalization-Enhanced Few-Shot Object Detection in Remote Sensing Jan 5, 2025 Few-Shot Learning Few-Shot Object Detection
Code Code Available ImagineFSL: Self-Supervised Pretraining Matters on Imagined Base Set for VLM-based Few-shot Learning Jan 1, 2025 Few-Shot Learning Image Generation
Code Code Available EEG-Reptile: An Automatized Reptile-Based Meta-Learning Library for BCIs Dec 27, 2024 EEG Few-Shot Learning
Code Code Available Neural Conformal Control for Time Series Forecasting Dec 24, 2024 Conformal Prediction Few-Shot Learning
Code Code Available AFANet: Adaptive Frequency-Aware Network for Weakly-Supervised Few-Shot Semantic Segmentation Dec 23, 2024 Few-Shot Learning Few-Shot Semantic Segmentation
Code Code Available MVREC: A General Few-shot Defect Classification Model Using Multi-View Region-Context Dec 22, 2024 Classification Few-Shot Instance Classification
Code Code Available Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Dec 16, 2024 Few-Shot Learning
Code Code Available DiffCLIP: Few-shot Language-driven Multimodal Classifier Dec 10, 2024 Few-Shot Learning
Code Code Available KNN-MMD: Cross Domain Wireless Sensing via Local Distribution Alignment Dec 6, 2024 Action Classification Action Classification (1-shot)
Code Code Available Expanding Event Modality Applications through a Robust CLIP-Based Encoder Dec 4, 2024 Few-Shot Learning Object Recognition
Code Code Available FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification Nov 22, 2024 Diagnostic Few-Shot Learning
Code Code Available Exploring Foundation Models Fine-Tuning for Cytology Classification Nov 22, 2024 Classification Few-Shot Learning
Code Code Available Step-wise Distribution Alignment Guided Style Prompt Tuning for Source-free Cross-domain Few-shot Learning Nov 15, 2024 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Emoji Attack: A Method for Misleading Judge LLMs in Safety Risk Detection Nov 1, 2024 Few-Shot Learning
Code Code Available FewVS: A Vision-Semantics Integration Framework for Few-Shot Image Classification Oct 28, 2024 Few-Shot Image Classification Few-Shot Learning
Code Code Available Shopping MMLU: A Massive Multi-Task Online Shopping Benchmark for Large Language Models Oct 28, 2024 Few-Shot Learning MMLU
Code Code Available SPORTU: A Comprehensive Sports Understanding Benchmark for Multimodal Large Language Models Oct 11, 2024 Few-Shot Learning Multiple-choice
Code Code Available QCircuitNet: A Large-Scale Hierarchical Dataset for Quantum Algorithm Design Oct 10, 2024 Few-Shot Learning
Code Code Available OneNet: A Fine-Tuning Free Framework for Few-Shot Entity Linking via Large Language Model Prompting Oct 10, 2024 Entity Linking Few-Shot Learning
Code Code Available Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classes Oct 8, 2024 Articles Classification
Code Code Available PACE: Marrying generalization in PArameter-efficient fine-tuning with Consistency rEgularization Sep 25, 2024 8k Domain Adaptation
Code Code Available ChemEval: A Comprehensive Multi-Level Chemical Evaluation for Large Language Models Sep 21, 2024 Few-Shot Learning Instruction Following
Code Code Available CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese Network Aug 20, 2024 Action Classification Action Classification (1-shot)
Code Code Available V-RoAst: Visual Road Assessment. Can VLM be a Road Safety Assessor Using the iRAP Standard? Aug 20, 2024 Few-Shot Learning In-Context Learning
Code Code Available Cost-effective Instruction Learning for Pathology Vision and Language Analysis Jul 25, 2024 Few-Shot Learning Language Modelling
Code Code Available GPSFormer: A Global Perception and Local Structure Fitting-based Transformer for Point Cloud Understanding Jul 18, 2024 3D Point Cloud Classification Few-Shot Learning
Code Code Available Cross-Modal Augmentation for Few-Shot Multimodal Fake News Detection Jul 16, 2024 Fake News Detection Few-Shot Learning
Code Code Available Large Language Models as Biomedical Hypothesis Generators: A Comprehensive Evaluation Jul 12, 2024 Few-Shot Learning scientific discovery
Code Code Available STD-PLM: Understanding Both Spatial and Temporal Properties of Spatial-Temporal Data with PLM Jul 12, 2024 Few-Shot Learning Imputation
Code Code Available Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and Synthesis Jul 10, 2024 Data Augmentation Few-Shot Learning
Code Code Available Retrieval-style In-Context Learning for Few-shot Hierarchical Text Classification Jun 25, 2024 Contrastive Learning few-shot-htc
Code Code Available Multimodal Task Vectors Enable Many-Shot Multimodal In-Context Learning Jun 21, 2024 Few-Shot Learning In-Context Learning
Code Code Available Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation Jun 20, 2024 Data Augmentation Diversity
Code Code Available Few-Shot Recognition via Stage-Wise Retrieval-Augmented Finetuning Jun 17, 2024 Few-Shot Learning Retrieval
Code Code Available MSAGPT: Neural Prompting Protein Structure Prediction via MSA Generative Pre-Training Jun 8, 2024 Few-Shot Learning Multiple Sequence Alignment
Code Code Available LLM-Enhanced Bayesian Optimization for Efficient Analog Layout Constraint Generation Jun 7, 2024 Bayesian Optimization Few-Shot Learning
Code Code Available FlamePINN-1D: Physics-informed neural networks to solve forward and inverse problems of 1D laminar flames Jun 7, 2024 Few-Shot Learning
Code Code Available LinkGPT: Teaching Large Language Models To Predict Missing Links Jun 7, 2024 Few-Shot Learning Link Prediction
Code Code Available animal2vec and MeerKAT: A self-supervised transformer for rare-event raw audio input and a large-scale reference dataset for bioacoustics Jun 3, 2024 Audio Classification Benchmarking
Code Code Available THREAD: Thinking Deeper with Recursive Spawning May 27, 2024 Few-Shot Learning Question Answering
Code Code Available Compressing Lengthy Context With UltraGist May 26, 2024 Few-Shot Learning
Code Code Available 