专题:Domain Adaptation and Few-Shot Learning

This cluster of papers focuses on the advances in transfer learning and domain adaptation, including topics such as few-shot learning, unsupervised learning, representation learning, deep networks, meta-learning, visual recognition, semi-supervised learning, and clustering analysis.
最新文献
Transport-First Defect Telemetry on Replay Artifact Graphs: A Minimal Gauge-Covariant Formulation of Closure Inconsistency

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Spatial-channel collaborative multi-scale graph interaction deep transfer learning for unsupervised rotating machinery fault diagnosis

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Low-Resource Domain Adaptation for Speech LLMs via Text-Only Fine-Tuning

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Autonomous Learning through Self-Driven Exploration and Knowledge Structuring for Open-World Intelligent Agents

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Retrieval-augmented in-context learning for multimodal large language models in disease classification

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HiPrune: Training-Free Visual Token Pruning via Hierarchical Attention in Vision-Language Models (Student Abstract)

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MedAtlas: Evaluating LLMs for Multi-Round, Multi-Task Medical Reasoning Across Diverse Imaging Modalities and Clinical Text

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DeNAS-ViT: Data Efficient NAS-Optimized Vision Transformer for Ultrasound Image Segmentation

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Sub-MoE: Efficient Mixture-of-Expert LLMs Compression via Subspace Expert Merging

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STRIDE-QA: Visual Question Answering Dataset for Spatiotemporal Reasoning in Urban Driving Scenes

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近5年高被引文献
Detecting Functionality-Specific Vulnerabilities via Retrieving Individual Functionality-Equivalent APIs in Open-Source Repositories

preprint Full Text OpenAlex 16108 FWCI3396.8638

Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

preprint Full Text OpenAlex 15691 FWCI0

A ConvNet for the 2020s

article Full Text OpenAlex 6782 FWCI365.1197

Caltech-UCSD Birds-200-2011 Dataset

article Full Text OpenAlex 3931 FWCI0

Learning to Prompt for Vision-Language Models

article Full Text OpenAlex 2560 FWCI231.1636

Swin Transformer V2: Scaling Up Capacity and Resolution

article Full Text OpenAlex 2138 FWCI118.0644

Fast Kd-Trees for the Kullback-Leibler Divergence and Other Decomposable Bregman Divergences

preprint Full Text OpenAlex 2115 FWCI1605.979

Ensemble deep learning: A review

review Full Text OpenAlex 1972 FWCI249.694

Focal and efficient IOU loss for accurate bounding box regression

article Full Text OpenAlex 1801 FWCI168.47

A Metaverse: Taxonomy, Components, Applications, and Open Challenges

article Full Text OpenAlex 1726 FWCI168.1652