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Innovative Risk Assessment Solutions

Empowering secure financial transactions through federated learning technology.

Innovative Risk Assessment Solutions

We develop federated learning-based systems for risk assessment, ensuring data privacy while analyzing transaction data from multiple financial institutions for enhanced accuracy and reliability.

A close-up of a smartphone screen displaying the Corona Warn-App, with active risk assessment shown in German. The status indicates 'low risk' with additional text providing more information.
A close-up of a smartphone screen displaying the Corona Warn-App, with active risk assessment shown in German. The status indicates 'low risk' with additional text providing more information.

Data Collection

A person holding a smartphone with a financial application open on the screen, standing outside a modern glass building. The background shows a plaza with trees and pedestrians.
A person holding a smartphone with a financial application open on the screen, standing outside a modern glass building. The background shows a plaza with trees and pedestrians.

Gather transaction data from financial institutions while ensuring data privacy compliance.

A person holding a smartphone displaying a financial app with a graph and balance information. The phone has a black case, and the interface shows details such as investment totals and changes. The background consists of a wooden table.
A person holding a smartphone displaying a financial app with a graph and balance information. The phone has a black case, and the interface shows details such as investment totals and changes. The background consists of a wooden table.

Data Collection

Gather transaction data while ensuring data privacy compliance.

A close-up view of a smartphone displaying a financial app with a graph and numerical data, held by a hand. The screen shows the brand 'Wealthsimple'. Above it is part of a laptop keyboard with keys visible. The background consists of a wooden surface.
A close-up view of a smartphone displaying a financial app with a graph and numerical data, held by a hand. The screen shows the brand 'Wealthsimple'. Above it is part of a laptop keyboard with keys visible. The background consists of a wooden surface.

Model Development

Train models on decentralized data to enhance privacy and security.

An architectural view featuring an arched walkway with a prominent sign for the Federal Reserve Bank of San Francisco above. The passageway is flanked by tall columns and leads towards a windowed building in the background. There is a person wearing dark clothing and a mask visible at the bottom, along with a car partially visible. The lighting creates patterns of shadow and light along the walkway.
An architectural view featuring an arched walkway with a prominent sign for the Federal Reserve Bank of San Francisco above. The passageway is flanked by tall columns and leads towards a windowed building in the background. There is a person wearing dark clothing and a mask visible at the bottom, along with a car partially visible. The lighting creates patterns of shadow and light along the walkway.

ThisresearchwilladvanceourunderstandingofhowfederatedlearningandAIcanbe

appliedtocomplexfinancialsystemslikecross-borderpayments.Bydevelopingarobust

riskassessmentsystem,thestudywillcontributetothesecurityandefficiencyof

globalpaymentnetworks,fosteringtrustamongfinancialinstitutionsandconsumers.

Additionally,itwilldemonstratethepotentialoffine-tunedAImodelslikeGPT-4to

addressreal-worldchallenges,highlightingtheirsocietalimpactinpromotingethical

andsustainablefinancialpractices.Thefindingswillalsoprovideinsightsintothe

limitationsandfuturedirectionsofAIinriskassessment.

Risk

Innovative solutions for secure financial assessments.

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