The mathematical proof of AI Model Collapse via Semantic Contraction.
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Jan 10, 2026 - Jupyter Notebook
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model-collapse
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Project on Model Collapse in LLMs – Big Data Engineering (MSc), supervised by Prof. V. Moscato, PhD G. M. Orlando and PhD D. Russo (2025)
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Jul 3, 2025 - Python
Governance + provenance framework to prevent AI model collapse via semantic fingerprinting, cryptographic lineage, and federated trust. DOI: https://osf.io/ufek5
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Aug 2, 2025
A Python framework for measuring and enforcing semantic stability in LLMs through Geometric Information Theory. Implements Origin Node Invariance and Causal Language Syntax (CLS) to detect and prevent model collapse.
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Dec 20, 2025 - Python
Experiments for my Bachelor's thesis on fine-tuning language models and analyzing model collapse on synthetic generational data.
nlp transformers text-generation pytorch language-models evaluation-metrics huggingface deepspeed model-collapse
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Dec 11, 2025 - Jupyter Notebook
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