Artificial Intelligence Medical Compendium

Explore the latest research on artificial intelligence and machine learning in medicine.

Showing 44,941 to 44,950 of 224,055 articles

Dictionary Based Pattern Entropy for Causal Direction Discovery

arXiv Mar 4, 2026
Discovering causal direction from temporal observational data is particularly challenging for symbolic sequences, where functional models and noise assumptions are often unavailable. We propose a novel \emph{Dictionary Based Pattern Entropy ($DPE$)} ... read more 
Machine Learning cs.IT cs.LG

Standing on the Shoulders of Giants: Rethinking EEG Foundation Model Pretraining via Multi-Teacher Distillation

arXiv Mar 4, 2026
Pretraining for electroencephalogram (EEG) foundation models has predominantly relied on self-supervised masked reconstruction, a paradigm largely adapted from and inspired by the success of vision and language foundation models. However, unlike imag... read more 
Machine Learning

Augmenting representations with scientific papers

arXiv Mar 4, 2026
Astronomers have acquired vast repositories of multimodal data, including images, spectra, and time series, complemented by decades of literature that analyzes astrophysical sources. Still, these data sources are rarely systematically integrated. Thi... read more 
Machine Learning astro-ph.IM cs.AI

InverseNet: Benchmarking Operator Mismatch and Calibration Across Compressive Imaging Modalities

arXiv Mar 4, 2026
State-of-the-art EfficientSCI loses 20.58 dB when its assumed forward operator deviates from physical reality in just eight parameters, yet no existing benchmark quantifies operator mismatch, the default condition in deployed compressive imaging syst... read more 
Computer Vision and Pattern Recognition

Latent Particle World Models: Self-supervised Object-centric Stochastic Dynamics Modeling

arXiv Mar 4, 2026
We introduce Latent Particle World Model (LPWM), a self-supervised object-centric world model scaled to real-world multi-object datasets and applicable in decision-making. LPWM autonomously discovers keypoints, bounding boxes, and object masks direct... read more 
Machine Learning

Fusion and Grouping Strategies in Deep Learning for Local Climate Zone Classification of Multimodal Remote Sensing Data

arXiv Mar 4, 2026
Local Climate Zones (LCZs) give a zoning map to study urban structures and land use and analyze the impact of urbanization on local climate. Multimodal remote sensing enables LCZ classification, for which data fusion is significant for improving accu... read more 
Computer Vision and Pattern Recognition cs.LG

Structure-Guided Histopathology Synthesis via Dual-LoRA Diffusion

arXiv Mar 4, 2026
Histopathology image synthesis plays an important role in tissue restoration, data augmentation, and modeling of tumor microenvironments. However, existing generative methods typically address restoration and generation as separate tasks, although bo... read more 
Computer Vision and Pattern Recognition

Mask-aware inference with State-Space Models

arXiv Mar 4, 2026
Many real-world computer vision tasks, such as depth completion, must handle inputs with arbitrarily shaped regions of missing or invalid data. For Convolutional Neural Networks (CNNs), Partial Convolutions solved this by a mask-aware re-normalizatio... read more 
Computer Vision and Pattern Recognition

A Late-Fusion Multimodal AI Framework for Privacy-Preserving Deduplication in National Healthcare Data Environments

arXiv Mar 4, 2026
Duplicate records pose significant challenges in customer relationship management (CRM)and healthcare, often leading to inaccuracies in analytics, impaired user experiences, and compliance risks. Traditional deduplication methods rely heavily on dire... read more 
Machine Learning

PinPoint: Evaluation of Composed Image Retrieval with Explicit Negatives, Multi-Image Queries, and Paraphrase Testing

arXiv Mar 4, 2026
Composed Image Retrieval (CIR) has made significant progress, yet current benchmarks are limited to single ground-truth answers and lack the annotations needed to evaluate false positive avoidance, robustness and multi-image reasoning. We present Pin... read more 
Computer Vision and Pattern Recognition
Popular Topics
Recent Journals