Valeria Zuccoli
R&D Artificial Intelligence Scientist
Milan, Italy
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Statistician by education, Valeria is an AI Scientist specializing in real-time models for complex, challenging scenarios. Driven by a deep curiosity for the latest research, she applies advanced analytical techniques to build intelligent systems that deliver immediate and effective solutions in high-impact domains.
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Repetita Non Iuvant: Why Generative AI Models Cannot Feed Themselves
As AI floods the digital landscape with content, what happens when it starts repeating itself?
This talk explores model collapse, a progressive erosion where LLMs and image generators loop on their own results, hindering the creation of novel output.
We will show how self-training leads to bias and loss of diversity, examine the causes of this degradation, and quantify its impact on model creativity.
Finally, we will also present concrete strategies to safeguard the future of generative AI, emphasizing the critical need to preserve innovation and originality.
By the end of this talk, attendees will gain insights into the practical implications of model collapse, understanding its impact on content diversity and the long-term viability of AI.
First delivered at Py4AI 2025, Pavia, Italy
Also held at AI Heroes 2025, Turin, Italy
PyData Paris Upcoming
PyData brings together data scientists, engineers, educators, developers, and maintainers of opens-source projects, for in-depth training, insightful keynotes, networking events, and practical talks.
AI Conf
Starting in 2019, AI Conf is the first conference designed to bring Artificial Intelligence topics to Italy.
AI Heroes
AI Heroes is the Italian Artificial Intelligence Conference for Developers, Engineers, Data Scientists & Product Managers.
Py4AI
Py4AI is an international conference where Python and AI enthusiasts connect, learn, and explore the latest advancements in the field.
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