Pediatrics

ADHD/ADD

Latest AI and machine learning research in adhd/add for healthcare professionals.

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Semantic Reconstruction and 3-D Detection via Learned Multi-Pair Fusion in RF Imaging

We consider a multistatic radio-frequency imaging problem with anisotropy, in which the reflection from a point depends on the positions of the transmit (Tx) and receive (Rx) arrays. The goal is to label the voxels of a field of view by a finite set of semantic classes and to group them into object instances. For the image formation of each Tx--Rx pair we apply a standard inverse-problem solver, a...

Aug 24 2026 2608.23249v1

When Does Visual Generation Help Visual Understanding in Unified Multimodal Models?

Unified multimodal models (UMMs) can perform both understanding and generation, raising a central question: can visual generation improve understanding? Existing evaluations provide mixed evidence, but confound task difficulty, reasoning paradigms, and the closed-loop interaction between generation and understanding. We introduce VGAU-Diag, a fine-grained evaluation framework for vision generation...

Aug 23 2026 2608.22174v1
Self-Calibrating Dense Displacement Fields for Reliable Co-Registration of Large Optical Satellite Imagery

Co-registration underlies nearly every multi-temporal and multi-sensor use of optical satellite imagery, and operational products still carry document...

Aug 23 2026 2608.22300v1
Scale-Separated Conditioning for Style-Encoder-Free Diffusion Stylization

Reference-based diffusion stylization requires separating target geometry from transferable appearance. Existing tuning-based methods often rely on al...

Aug 20 2026 2608.19719v1
Applying drift diffusion models to rat gambling task data reveals divergent cognitive mechanisms underlying risky choice

The rat gambling task (rGT) has been widely used to investigate the neural mechanisms underlying risky choice and motor impulsivity. Here, rats sample...

Grounding Health AI: Architecture and Evaluation of a Domain-Expert Metabolic Health Agent

General-purpose language models generate fluent health reports that can fabricate derived clinical metrics. In an illustrative comparison on identical...

AlbumentationsX: One Augmentation Pipeline for Images and Related Annotations

Augmentation can corrupt a training example when an image and its annotations receive different random changes. A crop must use the same coordinates f...

Aug 11 2026 2608.11123v1
Predicting Cognitive Function Using Transformer-Derived Speech Representations and Longitudinal Coherence Features

Dementia affects more than 55 million people worldwide, and its progressive decline is difficult to track using infrequent in-person assessments, whic...

Foreseeing the Invisible: Amodal Reconstruction of Leaf Fossil Images

Fossil leaves are rarely preserved whole -- sedimentary rock hides, breaks, and erodes the lamina, yet paleobotany depends on the complete shape and o...

Aug 5 2026 2608.04423v1
STEP-OPD: Rethinking Output Targets and Internal Dynamics in On-Policy Distillation for Diffusion Models

On-policy distillation (OPD) has become an effective approach for consolidating multiple task-specialized image generation models into a single studen...

Aug 5 2026 2608.04887v1
Progressive Learning of a Diffusion-based Inpainting Model for Separating Overlapped Fingerprints

Overlapped friction ridge patterns are a recurring problem in latent fingerprints recovered from crime scenes and in live-scan scenarios where residua...

Aug 4 2026 2608.03937v1
Douyin Multimodal Embedding Model Technical Report

Multimodal representation learning is a cornerstone of modern AI. By encoding multimodal queries and targets into vectors, it powers industrial search...

Aug 3 2026 2608.02148v1
Visual Distribution Anchoring for Efficient Prompt Tuning

Prompt tuning adapts vision--language models with few trainable parameters, but existing approaches trade off efficiency and adaptation: static textua...

Jul 31 2026 2607.28967v1
AuricularWorld: Hierarchical Action-Guided World Modeling for Fine-Grained Auricular Structure Segmentation from CT Scans

Fine-grained segmentation of auricular structures in CT is challenging because the ear occupies a small image region, cartilage boundaries are highly ...

Jul 30 2026 2607.28487v1
KANEx: Translating Kolmogorov-Arnold Networks' Interpretability to Medical Explainability

Computer vision models have become highly effective for medical applications, yet their black-box nature continues to undermine clinician trust. In cl...

Jul 27 2026 2607.24730v1
Interpretable EEG biomarkers with bag-of-waves: Spatial and temporal waveform dictionaries for low-data regimes

Electroencephalography (EEG) is widely used to diagnose neurological conditions, but its analysis usually relies on either predefined spectral feature...

Jul 24 2026 2607.22508v1
Comparison of multiple video tracking-based behavioral summary approaches for compound discrimination

The rapidly increasing number of video tracking-based behavioral summary tools and methods raises the question as to the most suitable approaches for ...

Semantic Color Naturalness Breaker: Preventing Illegitimate Colorization via Content-Aware Color Priors

Automatic image colorization enables large-scale and low-cost reuse of grayscale media (e.g., manga panels and archival photographs), facilitating una...

Jul 20 2026 2607.17610v1
TEDDY: A Pediatric Foundation Model for Risk Forewarning from ICD-Coded Diagnostic Histories

Pediatric electronic health records capture developmentally structured clinical trajectories, yet their potential for generative healthcare foundation...

Jul 15 2026 2607.14191v1
Bi-PT: Bidirectional Cross-Attention Point Transformers for Four-Chamber Heart Reconstruction from Sparse Cardiac MRI Data

We propose Bi-PT, a pipeline for reconstructing 3D four-chamber human heart meshes from clinical sparsely sampled cardiac magnetic resonance imaging (...

Jul 8 2026 2607.06923v1
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