49 citations · 49 across the 3 of their papers we have counts for
4 papers
FINESSE: An Agent-Based Simulator and Benchmark Dataset for Multimodal Financial Event Sequences
Tyler Farnan, Benjamin Eng, Adam Abate +4
Machine learning research in financial services is limited by the scarcity of representative open-source datasets. Existing resources are often narrowly focused on a single modalit…
Decoupling Identity from Utility: Privacy-by-Design Frameworks for Financial Ecosystems
Ifayoyinsola Ibikunle, Tyler Farnan, Senthil Kumar +1
Financial institutions face tension between maximizing data utility and mitigating the re-identification risks inherent in traditional anonymization methods. This paper explores Di…
PersonaLedger: Generating Realistic Financial Transactions with Persona Conditioned LLMs and Rule Grounded Feedback
Dehao Yuan, Tyler Farnan, Stefan Tesliuc +8
Strict privacy regulations limit access to real transaction data, slowing open research in financial AI. Synthetic data can bridge this gap, but existing generators do not jointly…
A blockchain-orchestrated Federated Learning architecture for healthcare consortia
Jonathan Passerat-Palmbach, Tyler Farnan, Robert Miller +3
We propose a novel architecture for federated learning within healthcare consortia. At the heart of the solution is a unique integration of privacy preserving technologies, built u…