Cover Image

Evo-MedAgent: Beyond One-Shot Diagnosis with Agents That Remember, Reflect, and Improve

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Shen, Weixiang, Jian, Bailiang, Li, Jun, Liu, Che, Moll, Johannes, Hu, Xiaobin, Rueckert, Daniel, Li, Hongwei Bran, Pan, Jiazhen
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Disentangling Progress in Medical Image Registration: Beyond Trend-Driven Architectures towards Domain-Specific Strategies
by: Jian, Bailiang, et al.
Published: (2025)

MedOpenClaw and MedFlowBench: Auditing Medical Agents in Full-Study Workflows
by: Shen, Weixiang, et al.
Published: (2026)

MedAgent-Pro: Towards Evidence-based Multi-modal Medical Diagnosis via Reasoning Agentic Workflow
by: Wang, Ziyue, et al.
Published: (2025)

MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning
by: Tang, Xiangru, et al.
Published: (2023)

MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning
by: Pan, Jiazhen, et al.
Published: (2025)

Med-CMR: A Fine-Grained Benchmark Integrating Visual Evidence and Clinical Logic for Medical Complex Multimodal Reasoning
by: Gong, Haozhen, et al.
Published: (2025)

GRASP: Gated Regression-Aware Skill Proposer for Self-Improving LLM Agents
by: Moll, Johannes, et al.
Published: (2026)

Beyond Benchmarks: Dynamic, Automatic And Systematic Red-Teaming Agents For Trustworthy Medical Language Models
by: Pan, Jiazhen, et al.
Published: (2025)

RealICU: Do LLM Agents Understand Long-Context ICU Data? A Benchmark Beyond Behavior Imitation
by: Shen, Chengzhi, et al.
Published: (2026)

How Far Have Medical Vision-Language Models Come? A Comprehensive Benchmarking Study
by: Liu, Che, et al.
Published: (2025)

Mamba? Catch The Hype Or Rethink What Really Helps for Image Registration
by: Jian, Bailiang, et al.
Published: (2024)

MedMASLab: A Unified Orchestration Framework for Benchmarking Multimodal Medical Multi-Agent Systems
by: Qian, Yunhang, et al.
Published: (2026)

TimeFlow: Temporal Conditioning for Longitudinal Brain MRI Registration and Aging Analysis
by: Jian, Bailiang, et al.
Published: (2025)

ReEvalMed: Rethinking Medical Report Evaluation by Aligning Metrics with Real-World Clinical Judgment
by: Li, Ruochen, et al.
Published: (2025)

Towards Cardiac MRI Foundation Models: Comprehensive Visual-Tabular Representations for Whole-Heart Assessment and Beyond
by: Zhang, Yundi, et al.
Published: (2025)

Unsupervised whole-heart function assessment
by: Zhang, Yundi, et al.
Published: (2025)

EvoConfig: Self-Evolving Multi-Agent Systems for Efficient Autonomous Environment Configuration
by: Guo, Xinshuai, et al.
Published: (2026)

EvoAgent: An Evolvable Agent Framework with Skill Learning and Multi-Agent Delegation
by: Zhang, Aimin, et al.
Published: (2026)

DDX-TRACE: A Benchmark for Medical Diagnostic Trajectories in VLMs
by: Pan, Jiazhen, et al.
Published: (2026)

ReflectEvo: Improving Meta Introspection of Small LLMs by Learning Self-Reflection
by: Li, Jiaqi, et al.
Published: (2025)

ShortcutBreaker: Low-Rank Noisy Bottleneck and Frequency Filtering Block for Multi-Class Unsupervised Anomaly Detection
by: Tang, Peng, et al.
Published: (2025)

Seeing, Listening, Remembering, and Reasoning: A Multimodal Agent with Long-Term Memory
by: Long, Lin, et al.
Published: (2025)

Classification, Regression and Segmentation directly from k-Space in Cardiac MRI
by: Li, Ruochen, et al.
Published: (2024)

MedOrch: Medical Diagnosis with Tool-Augmented Reasoning Agents for Flexible Extensibility
by: He, Yexiao, et al.
Published: (2025)

Beyond Distillation: Pushing the Limits of Medical LLM Reasoning with Minimalist Rule-Based RL
by: Liu, Che, et al.
Published: (2025)

Improving Search Agent with One Line of Code
by: Li, Jian, et al.
Published: (2026)

AmbiBench: Benchmarking Mobile GUI Agents Beyond One-Shot Instructions in the Wild
by: Sun, Jiazheng, et al.
Published: (2026)

Rethinking How to Remember: Beyond Atomic Facts in Lifelong LLM Agent Memory
by: Sun, Jingwei, et al.
Published: (2026)

EvoAgent: Towards Automatic Multi-Agent Generation via Evolutionary Algorithms
by: Yuan, Siyu, et al.
Published: (2024)

EvoMem: Improving Multi-Agent Planning with Dual-Evolving Memory
by: Fan, Wenzhe, et al.
Published: (2025)

MedRAX: Medical Reasoning Agent for Chest X-ray
by: Fallahpour, Adibvafa, et al.
Published: (2025)

BioMedArena: An Open-source Toolkit for Building and Evaluating Biomedical Deep Research Agents
by: Wu, Jinge, et al.
Published: (2026)

AlignEvoSkill: Towards Knowledge-Aware and Task-Aligned Agent Skill Evolution
by: Wang, Dingzirui, et al.
Published: (2025)

ParamMem: Augmenting Language Agents with Parametric Reflective Memory
by: Yao, Tianjun, et al.
Published: (2026)

Single-subject Multi-contrast MRI Super-resolution via Implicit Neural Representations
by: McGinnis, Julian, et al.
Published: (2023)

Evo-MARL: Co-Evolutionary Multi-Agent Reinforcement Learning for Internalized Safety
by: Pan, Zhenyu, et al.
Published: (2025)

Choosing How to Remember: Adaptive Memory Structures for LLM Agents
by: Lu, Mingfei, et al.
Published: (2026)

EvoClinician: A Self-Evolving Agent for Multi-Turn Medical Diagnosis via Test-Time Evolutionary Learning
by: He, Yufei, et al.
Published: (2026)

Reconstruct or Generate: Exploring the Spectrum of Generative Modeling for Cardiac MRI
by: Bubeck, Niklas, et al.
Published: (2025)

Motion-compensated MR CINE reconstruction with reconstruction-driven motion estimation
by: Pan, Jiazhen, et al.
Published: (2023)