AI models face collapse if they overdose on their own output

Researchers have found that the buildup of AI-generated content on the web is set to"collapse" machine learning models unless the industry can mitigate the risks.

"Long-term poisoning attacks on language models are not new," the paper says."For example, we saw the creation of click, content and troll farms, a form of human 'language models' whose job is to misguide social networks and search algorithms. The negative effect that these poisoning attacks had on search results led to changes in search algorithms.

"If subsequent models are trained on an AI-generated data set that over-represents Golden Retrievers, the problem is compounded. With enough cycles of over-represented Golden Retriever, the model will forget that obscure dog breeds such as Petit Basset Griffon Vendéen exist and generate pictures of just Golden Retrievers. Eventually, the model will collapse, rendering it unable to generate meaningful content.

Ai Ai Latest News, Ai Ai Headlines

Similar News:You can also read news stories similar to this one that we have collected from other news sources.

AI-assisted model improves diagnosis of solid lesions in pancreasA joint artificial intelligence (AI)-assisted model integrating clinical information and endoscopic ultrasonographic (EUS) images improves diagnosis of solid lesions in the pancreas, according to a study published online July 19 in JAMA Network Open.
Source: medical_xpress - 🏆 101. / 51 Read more »

AI model identifies certain breast tumor stages likely to progress to invasive cancerDuctal carcinoma in situ (DCIS) is a type of preinvasive tumor that sometimes progresses to a highly deadly form of breast cancer. It accounts for about 25% of all breast cancer diagnoses.
Source: medical_xpress - 🏆 101. / 51 Read more »