Understanding Intelligent Agents in AI

An intelligent agent refers to a system that can perceive its environment, make decisions, and take actions. These can be software programs, robots, or other automated devices, possessing a certain degree of autonomy and intelligence. Intelligent agents continuously learn and adapt through interactions with their environment to achieve specific goals. The core of intelligent agents … Read more

What Are Intelligent Agents?

What Are Intelligent Agents?

In general, the concept of intelligent agents can be analyzed from multiple dimensions, including subjectivity, intentionality, recognizability, interpretability, value, and feasibility: 1. Subjectivity Definition: Subjectivity refers to whether an agent has independent existence and consciousness. Subjectivity allows the agent to make decisions and take actions autonomously. Performance in Artificial Intelligence: Current AI systems do not … Read more

What Is General Artificial Intelligence? The Evolution of AGI Concept in AI

What Is General Artificial Intelligence? The Evolution of AGI Concept in AI

Source: ScienceAI Original Title: Science | What Is General Artificial Intelligence? The Evolution of AGI Concept in AI Translated by | Kaixia On March 21, Professor Melanie Mitchell of the Santa Fe Institute (SFI) published an article titled “Debates on the Nature of Artificial General Intelligence” in Science. The author explores how the concept of … Read more

AI Reshaping Scientific Research: New Tools Emerge, But Can They Reach True Science?

AI Reshaping Scientific Research: New Tools Emerge, But Can They Reach True Science?

Image Source: Pixabay Compiled by丨Zhao Weijie (NSR Editorial Department) ●  ●  ● Artificial Intelligence (AI) tools are changing the way scientific research is conducted. AlphaFold has essentially solved the problem of protein structure prediction; DeepMD has significantly improved the efficiency and accuracy of molecular simulations; and emerging large language models, such as ChatGPT, are also … Read more

Is AI Fairer Than We Imagine?

Is AI Fairer Than We Imagine?

Is AI detection necessarily fair? Most people are likely to answer this question affirmatively. In 2018, the American social media platform Facebook developed a new AI system codenamed Rosetta to detect hate speech on its platform. However, two years later, researchers from the University of Southern California found that all AI language detection systems, including … Read more

Understanding Artificial General Intelligence (AGI)

Artificial General Intelligence (AGI) is a type of artificial intelligence that can understand, learn, and adapt to any intellectual task, just like humans can transfer knowledge and skills across different domains. Capabilities of AGI The capabilities of AGI are multifaceted; it can: make decisions and solve problems in complex and uncertain environments; use and understand … Read more

A Comprehensive Overview of AI History and Trends

A Comprehensive Overview of AI History and Trends

History of AI: The Evolution of AI Waves It is widely believed that AI has experienced two waves and is now undergoing a third wave. Below, we will review the history of AI and understand what AI really is. ( Image Source: Internet) What Exactly is AI—General AI vs. Narrow AI No technology currently exists … Read more

Research Progress on Explainable Artificial Intelligence (XAI)

Research Progress on Explainable Artificial Intelligence (XAI)

Originally published by Algorithm Advancement This article studies how data collection, processing, and analysis contribute to Explainable Artificial Intelligence (XAI) from a data-centric perspective. Existing work is categorized into three types, serving to explain deep models, reveal training data insights, and provide domain knowledge insights. It distills data mining operations and DNN behavior descriptors for … Read more

Understanding Generative AI Technology

Understanding Generative AI Technology

Generative AI is a type of artificial intelligence technology that utilizes machine learning models and deep learning techniques to generate new content by studying patterns in historical data. This content can be text, images, audio, or video. Unlike traditional systems that generate output based on given rules or data, generative AI autonomously creates entirely new … Read more

What Is Artificial Super Intelligence (ASI)?

What Is Artificial Super Intelligence (ASI)?

The development of artificial intelligence has gone through three stages: ANI, AGI, and ASI. We are currently in a transitional phase from ANI to AGI. The ‘N’ in ANI stands for narrow, meaning limited. Therefore, ANI is often translated as narrow AI or weak AI. The ‘G’ in AGI stands for general, which translates to … Read more