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Nepotistically Trained Generative-AI Models Collapse

Nepotistically Trained Generative-AI Models Collapse

20 November 2023
Matyáš Boháček
Hany Farid
ArXivPDFHTML

Papers citing "Nepotistically Trained Generative-AI Models Collapse"

9 / 9 papers shown
Title
Recursive Training Loops in LLMs: How training data properties modulate distribution shift in generated data?
Recursive Training Loops in LLMs: How training data properties modulate distribution shift in generated data?
Grgur Kovač
Jérémy Perez
Rémy Portelas
Peter Ford Dominey
Pierre-Yves Oudeyer
33
0
0
04 Apr 2025
Position: Model Collapse Does Not Mean What You Think
Position: Model Collapse Does Not Mean What You Think
Rylan Schaeffer
Joshua Kazdan
Alvan Caleb Arulandu
Sanmi Koyejo
53
0
0
05 Mar 2025
Intention Is All You Need
Intention Is All You Need
Advait Sarkar
34
2
0
24 Oct 2024
Collapse or Thrive? Perils and Promises of Synthetic Data in a Self-Generating World
Collapse or Thrive? Perils and Promises of Synthetic Data in a Self-Generating World
Joshua Kazdan
Rylan Schaeffer
Apratim Dey
Matthias Gerstgrasser
Rafael Rafailov
D. Donoho
Sanmi Koyejo
45
11
0
22 Oct 2024
FissionVAE: Federated Non-IID Image Generation with Latent Space and Decoder Decomposition
FissionVAE: Federated Non-IID Image Generation with Latent Space and Decoder Decomposition
Chen Hu
Hanchi Ren
Jingjing Deng
Xianghua Xie
Xiaoke Ma
FedML
58
0
0
30 Aug 2024
A survey on the impact of AI-based recommenders on human behaviours:
  methodologies, outcomes and future directions
A survey on the impact of AI-based recommenders on human behaviours: methodologies, outcomes and future directions
Luca Pappalardo
Emanuele Ferragina
Salvatore Citraro
Giuliano Cornacchia
M. Nanni
...
D. Gambetta
Giovanni Mauro
Virginia Morini
Valentina Pansanella
D. Pedreschi
44
8
0
29 Jun 2024
AI and the Problem of Knowledge Collapse
AI and the Problem of Knowledge Collapse
Andrew J. Peterson
38
16
0
04 Apr 2024
On the detection of synthetic images generated by diffusion models
On the detection of synthetic images generated by diffusion models
Riccardo Corvi
D. Cozzolino
Giada Zingarini
Giovanni Poggi
Koki Nagano
L. Verdoliva
128
215
0
01 Nov 2022
A Style-Based Generator Architecture for Generative Adversarial Networks
A Style-Based Generator Architecture for Generative Adversarial Networks
Tero Karras
S. Laine
Timo Aila
262
10,320
0
12 Dec 2018
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