Psychiatry

Schizophrenia

Latest AI and machine learning research in schizophrenia for healthcare professionals.

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Hallo4D: Multi-Modal Hallucination Mitigation for Consistent Spatio-Temporal Generation

While recent advances in 3D generation have enabled impressive visual synthesis, existing methods often rely on 2D diffusion supervision without explicit mechanisms for geometric consistency, leading to spatial hallucinations such as duplicated structures and misaligned geometry. These issues become more severe in 4D generation, where maintaining consistency across viewpoints and temporal evolutio...

Jul 14 2026 2607.12752v2

Hallo4D: Multi-Modal Hallucination Mitigation for Consistent Spatio-Temporal Generation

While recent advances in 3D generation have enabled impressive visual synthesis, existing methods often rely on 2D diffusion supervision without explicit mechanisms for geometric consistency, leading to spatial hallucinations such as duplicated structures and misaligned geometry. These issues become more severe in 4D generation, where maintaining consistency across viewpoints and temporal evolutio...

Jul 14 2026 2607.12752v1
Exact and Calibrated Diffusion Reconstruction for Digital Breast Tomosynthesis

Limited-angle digital breast tomosynthesis (DBT) reconstructs a volume from a few low-dose projections over a narrow arc. At a representative nine-vie...

Jul 14 2026 2607.12937v1
EcoXAI: Autonomous Agentic Ecosystem for Explainable Artificial Intelligence and Biomedical Discovery

Motivation: As biomedical datasets and knowledge graphs continue to grow in size, complexity, and heterogeneity, navigating and extracting actionable ...

GHOST: Geometry-Guided Hallucination of Opaque Surface Textures

Transparent objects pose a fundamental challenge for depth estimation and 3D reconstruction due to their violation of Lambertian assumptions, leading ...

Jul 13 2026 2607.11118v1
Deceptive Grounding: Entity Attribution Failure in Clinical Retrieval-Augmented Generation

Retrieval-augmented generation evaluation checks whether model claims are factually grounded in retrieved documents. It does not check whether retriev...

Jul 10 2026 2607.09349v1
Evolution of Accuracy and Visual-Cognitive Errors in a Decade of Vision-Language AI Models

Vision language models (VLMs) have made remarkable progress in visual reasoning during the last decade. Most evaluations have used simple scenes (MS-C...

Jul 10 2026 2607.09654v1
OmicFormer: a statistical priors-informed transformer for accurate and generalizable omics prediction of diseases and complex traits

Precision medicine faces a critical challenge in translating high-dimensional omics data into robust disease predictions across diverse populations. C...

Log-Insight: Automating Microservice Incident Diagnosis via Neuro-Symbolic Log Analysis

Diagnosing production incidents in large-scale microservice systems is time-critical for Site Reliability Engineers (SREs). A single 30-minute inciden...

Jul 9 2026 2607.08529v1
Segmentation before Answering: Pixel Grounding for MLLM Visual Reasoning

Recent advancements in Multimodal Large Language Models (MLLMs) have evolved from static perception to interleaved visual-language reasoning, often re...

Jul 7 2026 2607.05798v1
Propose and Attend: Training-free MLLM Grounding Confidence via Multi-Token Localized Attention

Multimodal large language models can emit localized predictions, bounding boxes for objects and temporal windows for video and audio events, but they ...

Jul 7 2026 2607.05978v1
What You See Is What You Get: Observation-Aligned Supervision for Chart-to-Code Generation

Chart-to-code generation is commonly trained with supervised fine-tuning on reference plotting scripts, implicitly treating the gold code as a fully o...

Jul 6 2026 2607.04726v1
HunyuanOCR-1.5: Making Lightweight OCR VLMs Faster and Better

We present HunyuanOCR-1.5, a lightweight end-to-end OCR-specialized vision-language model. HunyuanOCR unifies document parsing, text spotting, informa...

Jul 6 2026 2607.04884v1
Wavelet Scattering Transform for Interpretable Schizophrenia Biomarker Discovery and Classification from Resting-State EEG

Schizophrenia is a debilitating neuropsychiatric disorder characterized by profound cortical network dysregulation, for which objective, clinically tr...

Jul 6 2026 2607.05282v1
SeeMe: Mitigating Hallucinations in Large Vision-Language Models through Effective Visual Token Engineering

Large Vision-Language Models (LVLMs) have achieved remarkable progress in visual understanding tasks such as image captioning and visual question answ...

Jul 5 2026 2607.04163v1
On the Utility and Factual Reliability of Pruned Mixture-of-Experts Models in the Biomedical Domain

Mixture-of-Experts (MoE) models offer inference speedups via selective activation but impose substantial memory requirements because the whole network...

Jul 1 2026 2607.01444v1
ADAPT: Attention Dynamics Alignment with Preference Tuning for Faithful MLLMs

Multimodal Large Language Models (MLLMs) are critically hampered by hallucination, generating content inconsistent with the provided image. In this pa...

Jun 30 2026 2606.31054v1
No Place to Hide: Benchmarking Video Hallucination with Background-Controlled Pairs

We introduce VidPair-Halluc, a new benchmark for evaluating video hallucination in large video models (LVMs) under rigorous and controlled conditions....

Jun 30 2026 2606.31933v1
AI as a signal assessor - Can a Large Language Model perform causality assessment on a case series?

Background Large Language Models (LLMs) are increasingly explored for pharmacovigilance tasks, including information extraction, case documentation, a...

Unlocking the Visual Record of Materials Science: A Large-Scale Multimodal Dataset from Scientific Literature

The materials science literature encodes decades of experimental knowledge in figures, yet this visual record remains locked away and inaccessible to ...

Jun 29 2026 2606.29667v1
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