Year: 2025

Evaluation of the Lymphatic System Function Using Diffusion Tensor Imaging Analysis Along the Perivascular Space (DTI-ALPS): A Cross-Vendor Test-Retest Validation

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Evaluation of the Lymphatic System Function Using Diffusion Tensor Imaging Analysis Along the Perivascular Space (DTI-ALPS): A Cross-Vendor Test-Retest Validation

Abstract The method of Diffusion Tensor Imaging Analysis along the Perivascular Space (DTI-ALPS) aims to evaluate the function of the glymphatic system (GS). However, few studies have confirmed its reliability and reproducibility. DTI data from 50 participants from the MarkVCID consortium were included in this study. Two pipelines developed using DSI Studio and FSL software … Read more

Pillow-SIMD: The Supercharged Version of Image Processing!

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Pillow-SIMD: The Supercharged Version of Image Processing!

Pillow-SIMD: Let Image Processing Take Off! Today, we are going to talk about a super cool image processing library – Pillow-SIMD. If you’ve been struggling with the performance of Python image processing, this library will definitely impress you. It is not just an enhanced version of the standard Pillow library, but a powerhouse among performance … Read more

Reflections on the Potential Failures of Multi-Agent Systems

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Reflections on the Potential Failures of Multi-Agent Systems

When ChatGPT first emerged, there were numerous practices involving multi-agent systems in the community. The idea was quite natural: since the thinking patterns of large models resemble human cognition, could the ultimate goal be to use more large models to mimic a team and accomplish more complex tasks? However, from practical tests, compared to a … Read more

Graduating from Handy-Multi-Agent: A Comprehensive Introduction to the Popular Multi-Agent System!

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Graduating from Handy-Multi-Agent: A Comprehensive Introduction to the Popular Multi-Agent System!

Datawhale Open Source Open Source Contribution: Handy-Multi-Agent Team Introduction “Handy-Multi-Agent” is a practical tutorial that guides you step by step from the basic single-agent model to complex multi-agent systems, focusing on practical applications. This project is based on the leading domestic multi-agent framework CAMEL, which not only deeply analyzes the various components of an agent … Read more

True Love for Earth: New Youth, I Speak for Nature

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True Love for Earth: New Youth, I Speak for Nature

True Love for Earth: New Youth I Speak for Nature Multi-Industry Division In this vibrant April, we welcome two significant days—Earth Day and World Book Day. To celebrate these two occasions, the Multi-Industry Group & Division organized a unique event aimed at promoting environmental awareness and reading culture, intertwining love for the Earth with love … Read more

Quickly Generate Electrostatic Potential Colored Molecular Van der Waals Surface and Intermolecular Penetration Maps Using Multiwfn and VMD

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Quickly Generate Electrostatic Potential Colored Molecular Van der Waals Surface and Intermolecular Penetration Maps Using Multiwfn and VMD

All input files used in this article can be downloaded here: http://sobereva.com/attach/443/file.rar. The .bat, .txt, and .vmd files used in this article can be found in the examples\drawESP directory of the latest version of Multiwfn, which will be introduced here. The following three batch files for Windows must be placed in the directory where Multiwfn … Read more

A Review of LLM Meta-Thinking via Multi-Agent Reinforcement Learning

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A Review of LLM Meta-Thinking via Multi-Agent Reinforcement Learning

Imagine asking an LLM, “Did Aristotle use a laptop?” It might seriously fabricate a reason: “There was already wireless internet in ancient Greece…” This phenomenon of “seriously nonsense” is what we call the LLM’s “hallucination.” Paper: Meta-Thinking in LLMs via Multi-Agent Reinforcement Learning: A Survey Link: https://arxiv.org/pdf/2504.14520 The paper points out that meta-thinking— the ability … Read more

Multi-Region Replicator: Achieving Geographical Data Synchronization

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Multi-Region Replicator: Achieving Geographical Data Synchronization

When Data Needs to Cross Oceans: Achieving Geographical Synchronization with Multi-Region Replicator You may have encountered scenarios where an order submitted by a user in New York cannot be queried in Tokyo, a database failure in Frankfurt causes service interruptions across Europe, or a user in Sydney complains that the shopping cart loads slower than … Read more

Exploring Possible Methods to Improve the Success Rate of Multi-Agent Systems

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Exploring Possible Methods to Improve the Success Rate of Multi-Agent Systems

This article is from the public account: Jin Qiu Ji, reproduced for academic/technical sharing. If there is any infringement, please contact us to delete the article. Original link: https://mp.weixin.qq.com/s/xHXmf3yXFwFs5Jqk2vIJVw As agents are deployed into deeper waters, the tasks they face increasingly demand deep reasoning and multi-step interactions, making single-agent architectures often inadequate. Multi-Agent systems are … Read more

Endogenous Multihoming and Network Effects: PlayStation, Xbox, or Both?

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Endogenous Multihoming and Network Effects: PlayStation, Xbox, or Both?

Endogenous Multihoming and Network Effects: PlayStation, Xbox, or Both? Management Science Received: February 26, 2022 Accepted: April 19, 2024 Published Online: July 2, 2024 01 Research Team Øystein Foros Norwegian School of Economics, 5045 Bergen, Norway [email protected] Hans Jarle Kind Norwegian School of Economics, 5045 Bergen, Norway [email protected] Frank Stähler University of Tübingen, 72074 Tübingen, … Read more