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Agent-Based Modelling Meets Generative AI in Social Network Simulations

Ferraro, Antonino, Galli, Antonio, La Gatta, Valerio, Postiglione, Marco, Orlando, Gian Marco, Russo, Diego, Riccio, Giuseppe, Romano, Antonio, Moscato, Vincenzo

arXiv.org Artificial Intelligence

Agent-Based Modelling (ABM) has emerged as an essential tool for simulating social networks, encompassing diverse phenomena such as information dissemination, influence dynamics, and community formation. However, manually configuring varied agent interactions and information flow dynamics poses challenges, often resulting in oversimplified models that lack real-world generalizability. Integrating modern Large Language Models (LLMs) with ABM presents a promising avenue to address these challenges and enhance simulation fidelity, leveraging LLMs' human-like capabilities in sensing, reasoning, and behavior. In this paper, we propose a novel framework utilizing LLM-empowered agents to simulate social network users based on their interests and personality traits. The framework allows for customizable agent interactions resembling various social network platforms, including mechanisms for content resharing and personalized recommendations. We validate our framework using a comprehensive Twitter dataset from the 2020 US election, demonstrating that LLM-agents accurately replicate real users' behaviors, including linguistic patterns and political inclinations. These agents form homogeneous ideological clusters and retain the main themes of their community. Notably, preference-based recommendations significantly influence agent behavior, promoting increased engagement, network homophily and the formation of echo chambers. Overall, our findings underscore the potential of LLM-agents in advancing social media simulations and unraveling intricate online dynamics.


TCL's first original movie is an absurd-looking, AI-generated love story

Engadget

Many major tech companies, particularly those that operate in the TV hardware business, have dipped their toes into original content. Although it's had its own free, ad-supported TV (FAST) channels for a while, TCL is late to that party. Not for much longer though, as the company is set to release its first special, a short romance movie, on TCLtv this summer. There's just one slight hitch: TCL is using generative AI to make original content for its platform, and early signs do not bode well. The company has released the first trailer for Next Stop Paris, which it's calling "the first AI-powered love story."


ChatGPT: what the law says about who owns the copyright of AI-generated content

AIHub

The AI chatbot ChatGPT produces content that can appear to have been created by a human. There are many proposed uses for the technology, but its impressive capabilities raise important questions about ownership of the content. UK legislation has a definition for computer-generated works. The first question is whether ChatGPT should be allowed to use original content generated by third parties to generate its responses. The second is whether only humans can be credited as the authors of AI-generated content, or whether the AI itself can be regarded as an author – particularly when that output is creative. Let's deal with question one.


What is Generative AI? How it Helps Humans in 2023

#artificialintelligence

Generative AI refers to a type of artificial intelligence technology that has the ability to create new and original content, such as images, videos, text, and even music. Unlike traditional AI algorithms that are designed to perform a specific task, generative AI is designed to produce novel and unique outputs based on a given input or set of inputs. The potential of generative AI is vast and has the ability to revolutionize many industries and aspects of our daily lives. In this article, we will explore what generative AI is, how it works, and how it is already being used to benefit humans. Generative AI is a type of machine learning algorithm that uses a generative model to create new content. A generative model is a type of AI model that is capable of generating new data that is similar to the training data it has been fed.


Not By AI Badges -- A Badge for Your AI-free Content

#artificialintelligence

The Not By AI badge is created to encourage more humans to produce original content and help users identify human-generated content. The Ultimate goal is make sure humanity continues to advance. An expert estimates that 90 percent of online content could be generated by AI by 2025.1 With the surge in AI-generated content, it is important to note that AI is trained on human-generated content. If humans rely solely on AI to generate content moving forward, any new content generated by AI may just be recycled content from the past. This could pose a major obstacle to human advancement. Only by limiting the reliance on AI and continue to create original content can propel us forward as a species.


Generative AI, Explained – Global X ETFs

#artificialintelligence

It's not often we see technologies gain exponential adoption and attention in a very short time frame the same way OpenAI's ChatGPT has since late 2022. ChatGPT is estimated to have reached 100 million users in just two months.1 It took Netflix 10 years to reach 100 million users; six and half years for Google Translate; roughly two and a half years for Instagram; and about nine months for TikTok.2,3 Generative artificial intelligence (AI) is a rapidly evolving field that has the potential to revolutionize many industries. This powerful technology uses deep learning algorithms to create new and original content, ranging from text and images to music and 3D models.


AI Text Generator Tool Free & Best for 2023 Privately Run

#artificialintelligence

Welcome to the exciting world of AI writing, where the best AI text generator meets human creativity. This free AI writing tool leverages the power of artificial intelligence and machine learning to generate high-quality content in a matter of seconds. Say goodbye to the "chatGPT is down"or tedious task of creating original content, product descriptions, social media posts, and even Facebook ads. With your AI Text Generator, you can generate text and content based on your keyword, and even use our natural language processing checker to ensure that your writing is of the highest quality. Imagine the power of having a Privately Run writing assistant that can save you time, and help you create SEO-optimized content with ease.


ChatGPT: The Death of Content Creators, Programmers & Data Scientists

#artificialintelligence

Recent ChatGPT has managed to gather the attention from people of varying fields as it amazes with its conversational capabilities. Among other things, it can produce code and resolve problems at a blink of an eye making life easier for a lot of people. "It solves problems at a blink of eye and knows programming" you said. That means… content creators, programmers and data scientists, to name a few, are doomed! If that's your first thought when you heard about ChatGPT's capabilities, I won't blame you, its what probably everyone thought anyways, at first at least.


Generative AI: The technology of the year for 2022

#artificialintelligence

When evaluating the most significant innovations of any calendar year, it's often a struggle to decide among a handful of equally worthy contenders. Over the last 12 months, one category of technology has made headlines so often and has impacted society so significantly, there is no question that 2022 will be remembered as the year that Generative AI stunned the world. I don't just mean stunned the general public. Even lifelong technologists and AI researchers like myself were genuinely surprised by the speed and impact of recent advancements. So, what is Generative AI? It's a branch of artificial intelligence that enables computers quickly and convincingly to create original content ranging from images and artwork to poetry, music, text, video, dialog, and even computer code.


Generative AI is here: How tools like ChatGPT could change your business

#artificialintelligence

In the spirit of this article's topic, we asked ChatGPT--a generative AI language model that can create original content in response to a user prompt--how it would set the context. Write the opening paragraph for an article about how transformative generative AI will be for business, in the style of McKinsey & Company. The rise of generative AI has the potential to be a major game-changer for businesses. This technology, which allows for the creation of original content by learning from existing data, has the power to revolutionize industries and transform the way companies operate. By enabling the automation of many tasks that were previously done by humans, generative AI has the potential to increase efficiency and productivity, reduce costs, and open up new opportunities for growth.