PersonAI

Fosca Giannotti

Author on Learning by Surprise: Adaptive Mitigation of Model Collapse in Large Language Models.

approved

Public external IDs

orcid: https://orcid.org/0000-0003-3099-3835 SourceAssociation for Computing Machinery

openalex: https://openalex.org/A5001921920 SourceAssociation for Computing Machinery

Source-confirmed affiliation

Scuola Normale SuperioreSourceAssociation for Computing Machinery

Topics

Foundation Models and AgentsSourceInternational Journal of Intelligent Systems and Data Science SourceEuropean Organization for Nuclear Research

Outputs

Learning by Surprise: Adaptive Mitigation of Model Collapse in Large Language ModelsSourceAssociation for Computing Machinery

Relationship evidence

Learning by Surprise: Adaptive Mitigation of Model Collapse in Large Language Models

Learning by Surprise: Adaptive Mitigation of Model Collapse in Large Language Models

AUTHORED BYincoming82% confidence

SourceAssociation for Computing Machinery

Scuola Normale Superiore

Organization linked by public source evidence.

AFFILIATED WITHoutgoing82% confidence

SourceAssociation for Computing Machinery

Timeline

Jul 2, 2026
paperLearning by Surprise: Adaptive Mitigation of Model Collapse in Large Language Models
SourceAssociation for Computing Machinery