2020 Artificial Intelligence CompetitionOn December 23rd, 2020, the 2020 China Artificial Intelligence Summit Forum and China Artificial Intelligence Competition results conference was held in Fujian. The event was guided by the Office of the Central Committee of the Central Committee of the People's Republic of China, the Ministry of Public Security of the People's Republic of China, and hosted by the People's Government of Xiamen City.
On the morning of July 10th, 2020, the World Artificial Intelligence innovation competition (AiWIN) announced the winning team for 2020 online and released a series of ecological releases. Since the official start of the competition in June 2018, it had recruited 525 teams from all over the world, with more than a quarter of them being overseas teams. In the end, it had received more than 130 expert recommendations and track winning projects, including many influential projects from enterprises and academic research institutions. After three stages of material pre-review, expert re-evaluation and final evaluation, four SAILs were finally selected.
In addition, the 2020 NAC Robotics and Artificial Intelligence innovation team award was established by the China Society of Robotics.
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Artificial Intelligence Robot CompetitionThe following is some information about the AI robot competition:
- The 2022 Zhixin Cup National Artificial Intelligence Robot Creation Competition was hosted by the China Artificial Intelligence Society (CAAI), organized by the CAAI Artificial Intelligence Foundation Committee, and co-sponsored by the International Information Research Society.
- The 2024 (7th) Zhixin Cup National Artificial Intelligence Robot Creation Competition was organized and co-organized by the relevant organizations such as the organizers of CaAI. It was launched in 2015, with the theme of "intelligent innovation and human-machine integration", including "basic theory innovation, key technology breakthroughs, typical demonstration applications, and intelligent robots". There were 20 groups. Thousands of teams from many universities and provinces signed up for the competition through a combination of online and offline methods. The award ceremony was hosted by the relevant personnel, who gave speeches, read out the list of winners, presented the awards, and made a summary report.
- The 23rd China Robotics and Artificial Intelligence Competition was held on December 10 - 11,2021 in Chongqing's Two Rivers Cooperation and Creation Zone. The theme was "Two Rivers Rising Moon, innovation welcoming the future".
- The 26th China Robotics and Artificial Intelligence Competition Fujian Trials and the 12th "Rui Zhi Cup" Fujian Province Student Intelligent Design Competition were held online on July 6 - 7, 2024. 145 teams from 16 universities participated in the competition. There were three major competitions: innovation, robot application, and robot competition.
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Rhg artificial intelligence competitionRHG artificial intelligence competition was the earliest artificial intelligence offensive and defensive competition brand in China that had been continuously operating and developing for five years.
In 2017, the first RHG intelligent network security attack and defense platform in China was unveiled, taking the first step in network security artificial intelligence attack and defense; In 2019, the BCTF-RHG new artificial intelligence scenario competition entered the DEF CO wild card competition, realizing the world's first show of the international problem of automatic utilization of heap overflow loopholes; In 2021, the RHG artificial intelligence competition was reopened in the first "Longjian Cup" cybersecurity competition. The "Longjian Cup" was guided by the Network Security Bureau of the Ministry of Public Security and co-sponsored by many departments. The competition focused on digital security defense for the first time, attracting top talents, scientific research institutions, leading enterprises and other outstanding teams in the field of network security. The participating teams needed to have a number of skills such as the ability to reverse analyze the binaries, exploit loopholes, and so on. The form of the competition was fully automated machine execution, which automatically analyzed, excavated, and exploited the loopholes in the binaries with loopholes.
In addition, the " Cross-Border Cup " cybersecurity competition finals held on March 29th, 2021 also had RHG intelligent loophole mining competition track. 11 robot teams participated in the competition, competing simultaneously with the traditional scene attack and defense competition. The top three teams of the last two groups of tracks entered the 3v3 man-machine confrontation. In this competition, the university team named Nu1L won the championship of the traditional scene attack and defense track, while the RHG track champion was won by the IQ team of the Chinese Academy of Sciences Institute of Software and Qianxin Technology Group.
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AI artificial intelligence artificial intelligenceArtificial 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 IntelligenceThe 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: """"""""&
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Artificial Intelligence" Artificial intelligence " in English was " artificial intelligence ", which could be simply referred to as " AI ".
If it was referring to " artificial intelligence generated content," it would be " Artificial Intelligence Generated Content," or " AIGC " for short.
" A Short History of the Future: Legends of the Intelligent Era " was equally exciting. Everyone was welcome to click and read it!
Artificial IntelligenceThe following are some golden sentences about artificial intelligence:
- Stephen Hawking: "Full-fledged artificial intelligence could mean the end of humanity... The machine could start on its own and automatically re-design itself. The speed would also become faster and faster. Due to the limitations of the long process of biological evolution, humans are unable to compete with them and will eventually be replaced."
- Claude Shannon: "I imagine that in the future, we might be the robot's pet dogs. I will support the robot then."
- Larry Page: "Artificial intelligence will be the final version of Google. It would become the ultimate search engine, able to understand all information on the Internet. It will understand exactly what you want and give you what you need. We are still far from achieving that. However, we can gradually get closer, and we are currently working hard to achieve this."
- Elon Musk: "Artificial intelligence (and I'm not talking about narrow AI) is developing at an unbelievable speed. Unless you have direct contact with a project like DeepMind, you don't know how fast it's developing--it's developing at a near-exponential rate. In the next five years, it was very likely that major dangerous events would occur. The longest is within 10 years."
- Nick Bilton: "The changes brought about by artificial intelligence will expand rapidly. It will become more and more terrifying and even bring catastrophic results. Imagine a medical robot that was originally designed to treat cancer coming to the conclusion that the best way to eliminate cancer is to eliminate humans who are genetically susceptible to cancer."
- James Barrat: "I don't want to scare you, but I've talked to a lot of people. They all have a high status in the field of artificial intelligence, but they have prepared some emergency plans. If there is an uncontrollable accident, they can use these methods to withdraw."
- Elon Musk: "I'm more and more inclined to think that there should be regulation at the national and international level to make sure that we don't do something very stupid. I mean, the research on artificial intelligence is like summoning a demon."
- Klaus Schwab: "We must work together and independently to solve the ethical issues brought about by cutting-edge research in artificial intelligence and biotechnology. This will significantly extend human lifespan, enhance memory, and have a beneficial impact on newborns."
- Gini Romenti: "Some people call this technology 'artificial intelligence', but the reality is that this technology will enhance our human abilities. Therefore, I believe that we will enhance human intelligence, not 'artificial' intelligence."
- JAMA WHILEN: "I'm more worried about artificial intelligence than I'm interested in it--in fact, the two attitudes are almost the same. Things will become clear in your mind, you will be deceived, you will believe things that you would not normally believe. A world run by robots was no longer an unrealistic fantasy. It's a bit chilling."
- Gray Scott: "I don't think artificial intelligence systems with superhuman intelligence will become violent. I don't think this will destroy human culture."
- Peter Demandis: "If a government controls drones, stem cells, or artificial intelligence technology and forbids their use, it means that the research and development and production will be transferred to other countries."
- Jeff Hawkins: "The key problem with artificial intelligence is its form."
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Artificial Intelligence, 2045According to futurist Ray Kurzweil's prediction, 2045 would be a key point in time, the arrival of the technological singularity. The technological singularity referred to the theoretical critical point where artificial intelligence surpassed human intelligence. By 2045, a $1000 computing device will surpass the total computing power of all human brains. This prediction is based on the growth trend of several key data:
1. Increasing computing power: Moore's Law continues to verify that computing power doubles every 18 months. Since 1956, computing power has increased by 1 trillion times. If this trend continues, a single computing device will have the computing power of all human brains combined by 2045.
2. AI model scale growth: From 2018 to 2023, the scale of AI model parameters will continue to grow. For example, in 2018, there were 340 million parameters in the Bert model, and in 2023, the GPM- 4 model is expected to exceed 1 trillion parameters. The growth rate will double every 3 - 4 months.
3. Energy efficiency improvement: The energy consumption required for each calculation is reduced by 30% per year. In the 1950s, each calculation required 1 kWh. Now, each calculation requires only a few kWh.
4. There were also some breakthroughs in technology, such as quantum computing research breakthroughs, neuromorphosis computing progress, biocomputing development, and the emergence of new semiconductor materials.
As these trends develop, artificial intelligence will surpass humans in intelligence in 2045, and technological progress will be so fast that it will exceed human understanding and prediction.
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