A Case Study of Artificial Intelligence
The following are some case studies related to artificial intelligence: ** 1. China related cases ** 1. ** Beijing Internet Court heard the case of artificial intelligence-generated picture copyright copyright violation dispute (AI Wensheng pattern)** - In this case, on November 27,2023, the first-instance judgment was decided (the original defendant did not appeal). The court made it clear that the pictures generated by artificial intelligence were qualified as "works" because they reflected the original intellectual input of human beings, recognized the identity of the plaintiff as the "author" of the user, and determined that the defendant's use of the pictures involved without permission constituted an act of copyright. This judgment was of great significance to the issue of AIGC's copyright recognition and contributed China wisdom and solutions to global issues. - The verdict sparked a discussion of different views. Most scholars and practitioners who agreed with the court's views argued from different angles, such as holding that the tool theory believed that the AI was no different from the traditional tool, or based on the analogy between the category intention and the semantics intention. There were also doubts and objections, such as scholars who analyzed the ingenuity from the perspective of law and economics, or believed that the content generated by artificial intelligence was not the labor of human intelligence. 2. ** The case of the copyright and unfair competition dispute between the company and the technology company ** - In January 2020, the People's Court of Nanshan District, Guangdong Province, concluded the first trial. The Dreamwriter software independently developed by a company affiliated with the company was an intelligent writing assistant system. The main creative team of the company used the software to create articles. On August 20, 2018, they published a financial report on the website of the company, with the end of the article indicating that it was automatically written by the robot Dreamwriter. On the same day, Yingmou Technology published an article with exactly the same content on its operating website. - According to the company, the article involved was written and published by its main creative team using Dreamwriter software based on the collection and analysis of stock market financial articles. The copyright should belong to it. Yingmou Technology's behavior violated the right of information network communication and constituted unfair competition. The defendant did not express his opinion on the defense. The first-instance judgment of the case came into effect, and it was determined that the article generated by artificial intelligence constituted a work. This was the first related case in the country. ** 2. International situation (Germany as an example)** - In Germany, legal issues regarding the use of Generative Artificial Intelligence (GAI) received much attention. German law and international law lacked clear provisions on the legitimacy of the deployment and specific use of artificial intelligence, but according to the general principles of existing law, certain obligations of users could be established. The use of artificial intelligence could cause contractual or non-contractual obligations. However, due to technological uncertainty, the development of the user's specific duty of care was still in its infancy. The law needed to clarify the additional explanation obligation related to the information obligation of the artificial intelligence supplier, and weigh the interests of all parties to determine the specific duty of care of the user. "A Short History of the Future: Legends of the Intelligent Era" was equally exciting. Everyone was welcome to click and read it!
Artificial intelligence product case study
The following are some examples of artificial intelligence-related products: - On November 27,2023, the Beijing Internet Court heard the case of copyright violation of pictures generated by artificial intelligence. It was clear that pictures generated by artificial intelligence reflected the original input of human intelligence and qualified as "works". The identity of the user as "author" was recognized. The defendant's use of the pictures involved without permission constituted copyright violation. - In January 2020, the People's Court of Nanshan District, Guangdong Province, concluded the first trial of the case of copyright violation and unfair competition disputes between the companies of the company. The articles generated by the Dreamwriter software independently developed by the affiliated companies of the company of the company were deemed to be works. The author of the company used the software to create an article, and Yingmou Technology stole the content of the article. The court found that Yingmou Technology violated the right of information network transmission of the company and constituted unfair competition. " A Short History of the Future: Legends of the Intelligent Era " was equally exciting. Everyone was welcome to click and read it!
Artificial intelligence product case
The following are some examples of artificial intelligence-related products: - On November 27,2023, the Beijing Internet Court heard the case of copyright violation of pictures generated by artificial intelligence (AI Wensheng pattern). The case clearly stated that pictures generated by artificial intelligence reflected the original intelligence of human beings and qualified as "works". The identity of the user as "author" was recognized. The defendant's use of the pictures involved without permission constituted an act of copyright violation. - In January 2020, the People's Court of Nanshan District, Shen Zhen City, Guangdong Province concluded the lawsuit related to the plaintiff, Teng Corporation, in the first instance (the specific circumstances of the case and the judgment result of the copyright of the artificial intelligence product were not specified). - Version 1.0: Filin case; Version 1.1: Dreamwriter case; Version 1.2: Beihu artificial intelligence-generated picture case. "A Short History of the Future: Legends of the Intelligent Era" was equally exciting. Everyone was welcome to click and read it!
The first case of artificial intelligence generating works
The Beijing Internet Court's first-instance judgment on the copyright violation dispute of artificial intelligence-generated pictures (AI painting pictures) was considered to be the first copyright case in the field of AI generated pictures. In this case, the Plaintiff Li Mou used AI to generate the pictures involved in the case and posted them on the Little Red Book platform. The Defendant was a blogger of Baijia. The pictures attached to the article used the pictures generated by the Plaintiff's AI, so the Plaintiff sued. The Beijing Internet Court held that the pictures generated by artificial intelligence (AI painting pictures) involved in the case had the element of "ingenuity", reflecting the original intellectual investment of people, and should be recognized as works and protected by copyright law. It was reflected in the following aspects: 1. ** Identification of intellectual achievement **: From the time the Plaintiff conceived the picture involved to the time when the picture involved was finally selected, the Plaintiff had made a certain amount of intellectual investment in the whole process, such as designing the presentation method of the character, choosing the prompt words, arranging the order of the prompt words, setting the relevant parameters, choosing which picture meets the expectations, etc. The picture involved reflected the Plaintiff's intellectual investment, so it met the requirements of "intellectual achievement". 2. ** Determination of "Originality"**: The Plaintiff designed the characters and their presentation methods and other picture elements through prompt words, and set the layout and composition of the picture through parameters, reflecting the Plaintiff's choice and arrangement; Moreover, after the Plaintiff obtained the first picture by entering the prompt words and setting the relevant parameters, he continued to add the prompt words, modify the parameters, and constantly adjust and correct them. Finally, he obtained the picture involved. This adjustment and correction process also reflected the aesthetic choice and personality judgment of the Plaintiff. The picture involved was not a "mechanical intellectual achievement". In the absence of contrary evidence, it could be concluded that the picture involved was completed by the Plaintiff independently, reflecting the Plaintiff's personal expression. In summary, The picture involved in the case had the element of "ingenuity". 3. ** Identification of the work **: When people use artificial intelligence models to generate images, they are still using tools to create. In other words, the person who invested intelligence in the entire creation process is the person, not the artificial intelligence model. The core purpose of the copyright system was to encourage creativity. As long as an artificial intelligence-generated image could reflect the original intellectual investment of a person, it should be recognized as a work and protected by copyright law. 4. ** Identification of art works **: The picture involved is an aesthetic graphic art work composed of lines and colors. It is classified as an art work. At the same time, when the picture involved can be classified as a specific type of work, there is no need to apply the protection of the "other works clause". It does not belong to "other intellectual achievements that conform to the characteristics of the work". 5. ** Determination of copyright **: The Plaintiff is the person who directly sets up the artificial intelligence model involved according to the needs and finally chooses the pictures involved. The pictures involved are directly generated based on the intellectual input of the Plaintiff and reflect the personal expression of the Plaintiff. Therefore, the Plaintiff is the author of the pictures involved and enjoys the copyright of the pictures involved. "A Short History of the Future: Legends of the Intelligent Era" was equally exciting. Everyone was welcome to click and read it!
Ministry of Education Releases Artificial Intelligence Case
The Ministry of Education announced the first batch of 18 typical cases of "artificial intelligence + higher education" application scenarios, which were selected through the application of universities and expert argumentation. They covered English, physics, programming and other disciplines, as well as traditional culture, smart laboratories and other quality education contents. They also involved smart education practices such as smart teaching systems and academic early warning. These cases came from 18 universities, including Peking University, Tsinghua University, and Beijing University of Post and Television. In addition, the Department of Higher Education of the Ministry of Education also announced the second batch of 32 typical cases of "artificial intelligence + higher education" application scenarios. " A Short History of the Future: Legends of the Intelligent Era " was equally exciting. Everyone was welcome to click and read it!
AI artificial intelligence artificial intelligence
Artificial intelligence (AI) is a broad term used to describe applications that perform complex tasks that used to require human input. It includes subfields such as machine learning and deep learning. Machine learning focuses on building systems that can learn or improve performance based on the data they use. The goal of artificial intelligence is to create a self-learning system that can solve problems like humans. Artificial intelligence could be applied to various fields, such as online communication with customers, chess, image recognition, and so on. It also streamlines business processes, improves the customer experience, and speeds up innovation. The development of artificial intelligence had gone through many stages, from general-purpose computing devices to logical reasoning expert systems, to deep learning computing systems and large model computing systems. The current level of artificial intelligence is called narrow artificial intelligence (ANI). It performs well on specific tasks, but it cannot learn new skills or understand the world in depth. Super Artificial Intelligence (ASI) was a postulated future state with intelligence surpassing human intelligence. At present, artificial intelligence surpassed humans in some tasks, but still lagged behind in other tasks. The industry played a leading role in the cutting-edge research of artificial intelligence, and the cost of training cutting-edge models was getting higher and higher. In the future, the development of artificial intelligence might bring more breakthroughs and applications.
artificial intelligence
be ignorant of If you want to know more about the follow-up, click on the link and read it!
Artificial Intelligence
The following are some papers on artificial intelligence: - **wide_deep model paper **: It helps to understand the relationship between deep and shallow layers in fully connected networks. The wide model is a shallow model, which can highly fit training samples but has poor generalization ability. The deep model is a deep model, which has good generalization but poor fitting ability. The two shared the loss value of back-transmission through joint training methods to train the comprehensive advantages. Link to thesis: <strong></strong></strong> arxiv.org/pdf/1606.07792.pdf - **Adam related paper **:"Adam: A Method for Stochastic-optimization", which helps to understand the widely used principle of Adam. Paper link: <anno data-annotation-id ="33333f04 - 4c66 - 4c60 - 9999 - 9c111999999"></anno></anno> arxiv.org/pdf/1412.6980v8.pdf - ** Target Drop Out Model Thesis **: This model no longer randomly drops nodes in proportion like ordinary dropouts. Instead, it drops nodes according to the importance of the weight of the neurons. The effect is better. Link to thesis: <strong></strong></strong> openreview.net/pdf? id=HkghWScuoQ - **Xception model thesis **: Xception: Deep Learning with Depthwise Separable Consequences. Its technology has become part of the AI development knowledge system and is of great significance in the field of image classification. The thesis website is at: <anno data-annotation-id ="333333f-b7f6 - 4110 - 4220 - 925b6f5128"></anno>arxiv.org/abs/1610.02357 - ** Residue structure thesis **:"Deep ResidualLearning for Image Recognition". The residual structure had a far-reaching impact on AI technology. It could make the network reach hundreds of layers deep and was used by many models. Author's thesis: <strong></strong> arxiv.org/abs/1512.03385 - ** Hole Consecutive Thesis **:"Multi-scale context aggravation by diluted convolutions". You can view the exponential relationship between the perceptual field and the number of layers of the hollow convolutions. Author's thesis: <strong></strong> arxiv.org/abs/1511.07122v3 - **DenseNet thesis **:"Densely Coupled Chaotic Network". The DenseNet model has a unique effect. Link to thesis: <strong></strong></strong> arxiv.org/abs/1608.06993 - **GloVe(2014) paper **:"Glove: Global Vectors for Word Representative." This is a word embedding model based on reducing the dimensions of the word co-occurrence matrix. It can be extended to large-scale text corpuses using the implicit representation method, which helps to understand the basic knowledge of word embedding and its importance. Link to thesis: <strong></strong> www.aclweb.org/anthology/D14 - **Adaboost(1997) paper **: The Adaboost algorithm proposed by Freund and Schapire is a meta-inspired learning algorithm that can apply a "weak" model to a "strong" classification, but it is easy to overfit. Link to the thesis: """"""""& "A Short History of the Future: Legends of the Intelligent Era" was equally exciting. Everyone was welcome to click and read it!
By 2025, artificial intelligence
By 2025, artificial intelligence was expected to show the following development trends: 1. ** Enhanced Work **: Humans will use artificial intelligence to expand their technological capabilities more thoughtfully, rather than simply integrating chatbots into everything, so that they have more time to do work that requires creativity and communication skills. 2. ** Real-time automatic decision-making **: Some companies will use artificial intelligence to achieve business process automaton. In the areas of logistics, customer support, and marketing, they will make decisions through algorithms to improve efficiency and respond to market fluctuations faster. 3. **"responsible" artificial intelligence **: The development and application of artificial intelligence will pay more attention to ethics and respect for intellectual property rights. Otherwise, companies may face exposure, regulation pressure, and user abandonment. 4. ** Wensheng video and a new generation of voice assistants **: Like the creation of videos by text descriptions demonstrated by Sora, a Wensheng video model of the company, and the function of a chatbot similar to ChatGPM to conduct human-like conversations, will appear in more devices. 5. ** AI laws and regulations are more complete **: More and more countries will implement AI governance laws. 6. ** Artificial intelligence may become popular **: Artificial intelligence has autonomy, adaptability, and the ability to interact. It can learn independently and continuously evolve. It is seen as an important step towards general artificial intelligence. 7. ** Post-truth world **: The world will face the challenge of the flood of false information brought about by artificial intelligence, and governments will speed up the formulation of laws and improve the public's ability to identify through education. 8. Quantum artificial intelligence: Quantum computing could bring revolutionary changes to artificial intelligence, allowing algorithms to run hundreds of millions of times faster than standard computers, creating new possibilities for vaccine, pharmaceutical research and development, new materials, and new energy production. 9. ** Artificial Intelligence + Network Security **: The chatbot can simulate "fishing" to teach people how to prevent fraud. At the same time, artificial intelligence can detect potential loopholes and abnormalities in advance and improve the level of network security system automaton. 10. **"Sustained" artificial intelligence **: Artificial intelligence will become a powerful tool to protect the environment. People will pay more attention to its energy consumption, use sustainable and sustainable energy to power the data center, and help in the optimization of resource consumption in agriculture and transportation to reduce carbon footprints. From an investment perspective, in 2025, we need to closely track the expansion trend of artificial intelligence application scenarios, especially 2B application scenarios. For example, AI may be the first to achieve a major breakthrough in the field of pharmaceutical research and development as the first batch of AI derivative drugs enter phase III clinical trials. UAVs will also integrate AI applications. The advanced level of future weapon systems may depend on the application of AI technology. However, the development of AI in the 2B application field was also affected by the external environment, such as the user's willingness to purchase after the integration of Copilot in the Microsoft-based Windows system, changes in the operating costs of enterprises, and the impact of international situations (such as the US policy toward China, the Russian-Ukrainian war situation, etc.) on exchange rates and oil prices. "A Short History of the Future: Legends of the Intelligent Era" was equally exciting. Everyone was welcome to click and read it!
Artificial Intelligence
" Artificial Intelligence " presented us with a futuristic world with advanced technology. There, humans had made great achievements in the field of robot manufacturing, especially artificial intelligence. The robots in the movie could not only handle daily affairs, but also possess human intelligence and some emotions. A character like David, who was created to fill the emotional gap in the family, had complex and profound interactions with the human family. From giving his family a headache at the beginning to gradually building a deep relationship, to later being abandoned by a real human child, his experience caused many thoughts. This allows us to see the opportunities and challenges brought by the development of artificial intelligence. On the one hand, it could provide help and companionship in all aspects of life like David. On the other hand, when its relationship with humans was too close, problems such as ethics and emotional belonging would emerge. It warned us that while pursuing the advancement of artificial intelligence, we must also think about how to deal with these potential problems to ensure the harmonious symbiosis between human society and artificial intelligence. " A Short History of the Future: Legends of the Intelligent Era " was equally exciting. Everyone was welcome to click and read it!
Artificial Intelligence
If you want to understand the content of the artificial intelligence-related PDFs, it is not clear which aspect of the artificial intelligence-related PDF you need. If you were looking for artificial intelligence-related PDF-related resources, you could enter the keyword " artificial intelligence PDF-related " through the search engine to obtain many related academic papers, research reports, or popular science materials. If you want to analyze existing artificial intelligence-related PDFs, you can use a PDF-analyzing artifact like MinerU. It can convert text, images, tables, and even complex mathematical formulas in the PDFs into a Markdown format that can be directly edited. It can also automatically recognize and convert garbled or scanned PDFs, and perfectly retain the original document structure and format. It also supports one-click extraction of mainstream file format content such as webpages and e-books. It is suitable for windows and macs. " A Short History of the Future: Legends of the Intelligent Era " was equally exciting. Everyone was welcome to click and read it!