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[ARTICLE · art-50344] src=download.ssrn.com ↗ pub= topic=generative-ai verified=true sentiment=· neutral

Probabilistic "Copies" in Generative AI Models [pdf]

A new research paper introduces the concept of probabilistic 'copies' in generative AI models, exploring how these models can inadvertently reproduce training data with varying degrees of fidelity. The study has implications for copyright and data privacy in AI systems.

read1 min views1 publishedJul 8, 2026

Article URL: https://download.ssrn.com/2026/7/6/7067878.pdf?response-content-disposition=inline&X-Amz-Security-Token=IQoJb3JpZ2luX2VjELH%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLWVhc3QtMSJGMEQCIDz6OwFWqSJjmMMMPme1cCYx%2FZU1pIbv%2ByFKSvL66PApAiBgdZ6Wedr5eghdndGvi1%2Ffyz1wxl0VDv1cp7DSLy6Glyq8BQh6EAQaDDMwODQ3NTMwMTI1NyIMxXpn6PWUX43Kl%2FdDKpkFz8RAgxoIkWb1vwg2V37XayGo0HiYNzWufOMNwIkVd2rnRA7Mbn09gqMzPMhIzmgH4J0MTYLadHaV%2FvZo1h2Ax%2FhLYJtrxpSHJ7sVuCqRfQc%2F1uaH%2BkcR6mUAfVZXuPveVh%2B%2BNIqOZgyp5ETDRygwVlc1NEy4El2x4ujclJ5jQF3nSRSdbzW3lTMNODJI80L5tLHq7A9dKfYtZZC3Urk3CZinGax2Wr%2FmXldASVUex%2BVwu3S5EwPJpbqSkuIg16L41a9eBeFn6ncZMOIDDL9%2BR2Jr8xDFdJ0wBidvHmeJARtMmh3QiDvP7NBRa%2FObflL%2BxlWlftpSoIzbsRdP6HBgHcbVKE%2B7p%2FdVW3ZltqWjB8s730F%2BkcLOMsXr7ovgLjnmdCQiFinYaPIvjh%2BuIfvGMMKOfgRrgowXD4Q2brKeBn%2BDwrOQt108MishPvXfvLSI0xIbQxX7Z%2FdWUabiY9imEofJIvk%2BWWTHhYuhE%2FHTc1ozmLkzmo3xaRzpAOv4svueAZ11tPxtdJX9D557GhvOjUftBcgeibIcOWNewhCrY7MhOPmE9M5GFwAbfDI5lltnnLfaF75OLpgDqpTEhsaHAfdHDe21hJlteXj0UGqpFryt3hoOh1jSx8YVmNHDpQqSVPxMRwHMJWyuPObCcawV1oIZ1tnpTwi9lXI%2FCVYBNK%2F%2F1f2%2FoY2sx2pI0wigHN%2FcxofyANQY8ZeXbxjesKYBOI1IfOwjlUVIX44HjWJzmv49ZKqsF%2FKq8SAkUIk7oCq4RVsueIv4xyc68v2MehWvtX9Lqnx3TPNnAnGQMVd5OIeGJh65r8jsFyPK%2B6x4cY8VZWZim9ECeJDBZbRewiee3vu2zzzax%2Fmyiw3qIQ%2BI9ytcSTSY3z3ErKwwv7220gY6sgHaoRUlwmSJYq7hzSG%2FSDlIHpwhm5u87EenDx0nylms%2BZe04iVhjms9YBKWw2rQBDb4TfyAKEL1iTdn3TEyGeIOUdpFaYD5k3eyNSqueL%2FGdgqJzJNqhEewcHtWUFLYjNubzKwdnugVG1WyH12mHrZI5GsbNFtuuABuy672qeAtc4LQoK77kRyg9TsbryVr5iI6FRjaXsudU99WCPmByUAuHE9EBEKIAKTBfh2cMgsdi3NH&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=20260708T005457Z&X-Amz-SignedHeaders=host&X-Amz-Expires=300&X-Amz-Credential=ASIAUPUUPRWE343H7KGM%2F20260708%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Signature=414bcde095f45411d6a7eef647b30fec82eadce912e8ff8eb045e208f474a6cc&abstractId=7067878

Comments URL: [https://news.ycombinator.com/item?id=48826095](https://news.ycombinator.com/item?id=48826095)

Points: 2
source & further reading
download.ssrn.com — original article
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