A Review of Trustworthy Graph Neural Networks and Causal Learning in Graphs

A Review of Trustworthy Graph Neural Networks and Causal Learning in Graphs

This article is approximately 9000 words long and is recommended for a reading time of over 10 minutes. This article analyzes the reliability risks of GNNs from a causal perspective and introduces six sets of techniques to gain deeper insights into potential causal mechanisms and achieve reliability. 1 Introduction This article reviews the latest advancements … Read more

Detailed Module Analysis of DETR Structure

Detailed Module Analysis of DETR Structure

Transformers shine in the field of computer vision, and the Detection Transformer (DETR) is a successful application of Transformers in object detection. By utilizing the attention mechanism in Transformers, it effectively models long-range dependencies in images, simplifying the object detection pipeline and constructing an end-to-end object detector. Object detection can be understood as a set … Read more

Detailed Explanation of ViT Model and PyTorch Implementation

Detailed Explanation of ViT Model and PyTorch Implementation

Introduction Using PyTorch to implement the ViT model from scratch, training the ViT model on the CIFAR-10 dataset for image classification. Architecture of ViT The architecture of ViT is inspired by BERT, which is a transformer model that uses only encoders, typically used for supervised learning tasks in NLP such as text classification or named … Read more

Using AI to Enhance Second Grade Math Lessons

Using AI to Enhance Second Grade Math Lessons

[Preface] Wenxin Yiyan brings new knowledge, students are curious and ask endlessly. Technology aids in opening wisdom, educational reform showcases grand plans. 1. Origin Wenxin Yiyan was officially released on March 16, 2023. Wenxin Yiyan is a knowledge-enhanced large language model developed by Baidu, capable of interacting with people, answering questions, assisting in creation, and … Read more

Red Bean and Cornmeal Steamed Buns Recipe

Red Bean and Cornmeal Steamed Buns Recipe

Whole grains are rich in dietary fiber and other nutrients, making them healthier than refined flour. Therefore, people often choose to use whole grains in their cooking to fully enjoy their benefits. Nowadays, whole grains sold in supermarkets can be quite expensive, but making them at home is entirely feasible. Cornmeal is something we frequently … Read more

LiDM: The First Method to Generate Realistic Lidar Scenes Based on Multimodal Conditions

LiDM: The First Method to Generate Realistic Lidar Scenes Based on Multimodal Conditions

Follow our WeChat public account to discover the beauty of CV technology This article shares the CVPR 2024 paper LiDAR Diffusion: Towards Realistic Scene Generation with LiDAR Diffusion Models, which utilizes LiDAR diffusion models to generate realistic scenes. Details are as follows: Paper link: https://arxiv.org/abs/2404.00815 Code link: https://github.com/hancyran/LiDAR-Diffusion Project homepage: https://lidar-diffusion.github.io/ Background In recent years, … Read more

Evolution of PaddlePaddle Framework Architecture and Core Technologies

Evolution of PaddlePaddle Framework Architecture and Core Technologies

This series is organized based on the guest sharing at the Create 2024 Baidu AI Developer Conference “Large Models and Deep Learning Technology Forum”. This article is compiled from the keynote speech by Baidu’s outstanding architect Hu Xiaoguang – “Evolution of PaddlePaddle Framework Architecture and Core Technologies”. Development History of Deep Learning Frameworks In the … Read more

Limitations and Solutions of Federated Learning Privacy Protection in the AI Era

Limitations and Solutions of Federated Learning Privacy Protection in the AI Era

Limitations and Solutions of Federated Learning Privacy Protection in the AI Era Liu Zegang (Associate Professor, Southwest University of Political Science and Law) [Abstract] Legislation on artificial intelligence (AI) often tends to favor specific technologies. Federated learning is a mainstream machine learning technology whose greatest advantage lies in its architecture design that fully considers privacy … Read more

The Illusion of AI in Video Production and Drug Development

The Illusion of AI in Video Production and Drug Development

Recently, the hottest topic in the tech circle is none other than Sora. At the beginning of the Year of the Dragon, OpenAI launched a remarkable model called Sora, which can generate a one-minute video based on input. The effects are indeed stunning, putting considerable pressure on both domestic and international peers. The emergence of … Read more

Is Sanjiu Cold Medicine Effective for Both Wind-Cold and Wind-Heat?

Sanjiu Cold Medicine is a well-known cold remedy. Because it feels so familiar, few people take the time to understand it. Is Sanjiu Cold Medicine really a universal cold medicine? First, let’s take a look at its ingredients: triple bitter, calendula, wild chrysanthemum, Gongmei, caffeine, paracetamol, chlorpheniramine, and peppermint oil. From the ingredients, it can … Read more