Artificial Intelligence Medical Compendium

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

Showing 54,551 to 54,560 of 226,183 articles

MedSAM-Agent: Empowering Interactive Medical Image Segmentation with Multi-turn Agentic Reinforcement Learning

arXiv Feb 3, 2026
Medical image segmentation is evolving from task-specific models toward generalizable frameworks. Recent research leverages Multi-modal Large Language Models (MLLMs) as autonomous agents, employing reinforcement learning with verifiable reward (RLVR)... read more 
Computer Vision and Pattern Recognition cs.AI

A Novel approach to portfolio construction

arXiv Feb 3, 2026
This paper proposes a machine learning-based framework for asset selection and portfolio construction, termed the Best-Path Algorithm Sparse Graphical Model (BPASGM). The method extends the Best-Path Algorithm (BPA) by mapping linear and non-linear d... read more 
Portfolio Management cs.LG q-fin.CP q-fin.RM stat.ML

Composable Visual Tokenizers with Generator-Free Diagnostics of Learnability

arXiv Feb 3, 2026
We introduce CompTok, a training framework for learning visual tokenizers whose tokens are enhanced for compositionality. CompTok uses a token-conditioned diffusion decoder. By employing an InfoGAN-style objective, where we train a recognition model ... read more 
Computer Vision and Pattern Recognition

Tiled Prompts: Overcoming Prompt Underspecification in Image and Video Super-Resolution

arXiv Feb 3, 2026
Text-conditioned diffusion models have advanced image and video super-resolution by using prompts as semantic priors, but modern super-resolution pipelines typically rely on latent tiling to scale to high resolutions, where a single global caption ca... read more 
Computer Vision and Pattern Recognition cs.AI cs.LG

Z3D: Zero-Shot 3D Visual Grounding from Images

arXiv Feb 3, 2026
3D visual grounding (3DVG) aims to localize objects in a 3D scene based on natural language queries. In this work, we explore zero-shot 3DVG from multi-view images alone, without requiring any geometric supervision or object priors. We introduce Z3D,... read more 
Computer Vision and Pattern Recognition

Multi-Resolution Alignment for Voxel Sparsity in Camera-Based 3D Semantic Scene Completion

arXiv Feb 3, 2026
Camera-based 3D semantic scene completion (SSC) offers a cost-effective solution for assessing the geometric occupancy and semantic labels of each voxel in the surrounding 3D scene with image inputs, providing a voxel-level scene perception foundatio... read more 
Computer Vision and Pattern Recognition

SLIM-Diff: Shared Latent Image-Mask Diffusion with Lp loss for Data-Scarce Epilepsy FLAIR MRI

arXiv Feb 3, 2026
Focal cortical dysplasia (FCD) lesions in epilepsy FLAIR MRI are subtle and scarce, making joint image--mask generative modeling prone to instability and memorization. We propose SLIM-Diff, a compact joint diffusion model whose main contributions are... read more 
Computer Vision and Pattern Recognition cs.AI

Enhancing Quantum Diffusion Models for Complex Image Generation

arXiv Feb 3, 2026
Quantum generative models offer a novel approach to exploring high-dimensional Hilbert spaces but face significant challenges in scalability and expressibility when applied to multi-modal distributions. In this study, we explore a Hybrid Quantum-Clas... read more 
Quantum Physics cs.LG

UnHype: CLIP-Guided Hypernetworks for Dynamic LoRA Unlearning

arXiv Feb 3, 2026
Recent advances in large-scale diffusion models have intensified concerns about their potential misuse, particularly in generating realistic yet harmful or socially disruptive content. This challenge has spurred growing interest in effective machine ... read more 
Computer Vision and Pattern Recognition

Socratic-Geo: Synthetic Data Generation and Geometric Reasoning via Multi-Agent Interaction

arXiv Feb 3, 2026
Multimodal Large Language Models (MLLMs) have significantly advanced vision-language understanding. However, even state-of-the-art models struggle with geometric reasoning, revealing a critical bottleneck: the extreme scarcity of high-quality image-t... read more 
Computer Vision and Pattern Recognition cs.AI
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