Mayana Pereira
2 indexed papers
Recent (6 mo)
2With code
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0Publications per year
226
Top categories
Crypto×2ML×1NLP×1Comp. Eng.×1AI×1
Frequent co-authors
Research Timeline
2026
Evaluating LLM Simulators as Differentially Private Data Generators
The paper evaluates LLM-based simulators for generating differentially private synthetic data, finding that while they show promise for utility, they suffer from significant distribution drift due to systematic LLM biases.
Decoupling Identity from Utility: Privacy-by-Design Frameworks for Financial Ecosystems
The paper proposes using Differentially Private (DP) synthetic data, specifically through tabular synthesis and DP-Seeded Agent-Based Modeling (ABM), to resolve the conflict between data utility and privacy in financial ecosystems.
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Papers
cs.LGcs.CLcs.CRRecentApr 16, 2026
Evaluating LLM Simulators as Differentially Private Data Generators
The paper evaluates LLM-based simulators for generating differentially private synthetic data, finding that while they show promise for utility, they suffer from significant distribution drift due to…
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cs.CEcs.AIcs.CRRecentApr 16, 2026