Faculty

Institution

Unit

Venue

Giulia Fanti

Angel Jordan Associate Professor

Carnegie Mellon University

Affiliations

College of Engineering

Electrical & Computer Engineering

Giulia Fanti is currently serving as a College Of Engineering Angel Jordan Associate Professor at Carnegie Mellon University.

Honors

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Experiences

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Education

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Giulia Fanti

Carnegie Mellon University

Angel Jordan Associate Professor

You can click a keyword to filter the displayed items

computer science information security data privacy data security cryptography data science computer security machine learning communication financial cryptography blockchain communication security privacy-preserving communication information forensics usable privacy technology computational intelligence blockchain security network analysis network science distributed systems blockchain privacy cryptocurrency privacy protection cryptographic hardware scalability global networks blockchain protocols blockchain consensus protocol generative adversarial networks signal processing blockchain scalability digital finance online information information technology data anonymization rumor spreading digital banking image representation social network security graph signal processing trusted p2p private information retrieval computational statistics wavelet theory bitcoin network adaptive diffusion information leakage adversarial machine learning information theory secure protocols cluster computing network routing aluminum gallium nitride self-supervised learning data sharing confirmation latency public databases information propagation privacy enhancing technologies wireless power transmission wireless modeling payment channel networks unsynchronized databases bitcoin p2p network circulant structures first principles minimal cost bitcoin transactions live bitcoin network communication cost local blockchain main chain side chain scalable routing network routing algorithm

Video Presentations

Notable Scholarly Works

Notable Federal Grants

Collaborators

A Principled Approach to Randomized Selection Under Uncertainty. (2025)

statistical inferencemodel selectionstatisticsuncertainty quantificationsampling theoryrandomized algorithmsapplied mathematicsmathematical optimizationcomputational statistics

A Water Efficiency Dataset for African Data Centers. Proceedings of the ACM SIGCAS/SIGCHI Conference on Computing and Sustainable Societies (2025)

water quality forecastingwater qualitywater supplyenvironmental modellingwater resource assessmentenvironmental sciencewater sustainabilityenvironmental monitoringhydrologywater developmentenvironmental engineeringwater monitoringgeographywater scienceenvironmental impact assessmentwater resourceshydroinformaticshydrological processwater resource managementecohydrologywater resource policywater process engineering

BANEL: Exploration Posteriors for Generative Modeling Using Only Negative Rewards. arXiv (Cornell University) (2025)

model selectionmachine learningapplied mathematicsmathematical optimizationsequential decision makingcomputer scienceaction model learningdata sciencemachine learning researchrobot learningcomputational intelligencebayesian analysisuncertainty quantificationgenerative modelsreinforcement learninggenerative aigenerative systemsinferenceneural computationartificial intelligenceglobal optimizationevolutionary intelligence

Benchmarking Fraud Detectors on Private Graph Data. arXiv (2025)

graph analysisnetwork analysisnetwork sciencecomputer sciencedata privacygraph theorydata sciencenetwork analyticsinformation forensics

Benchmarking Fraud Detectors on Private Graph Data. (2025)

Alexander GoldbergGiulia FantiNihar ShahSteven Wu

fraud detectorsdata securitydata privacyfrauddata sciencedeception detectionprivate graph datafraud detection

Characterizing the Training Dynamics of Private Fine-Tuning With Langevin Diffusion. Transactions on Machine Learning Research (2025)

stochastic dynamical systemsdiffusion-based modelingmachine learningstatistical mechanicstheoretical biologystochastic diffusion searchapplied mathematicsmathematical optimizationnonlinear dynamicsapplied probabilitymathematical biosciencestatistical physicsstochastic partial differential equationsstochastic optimizationstatisticsstochastic processuncertainty quantificationbio-inspired computationneural computationdiffusionself-optimization

Design and Evaluation of Privacy-Preserving Protocols for Agent-Facilitated Mobile Money Services in Kenya. PROCEEDINGS OF THE TWENTY-FIRST SYMPOSIUM ON USABLE PRIVACY AND SECURITY, SOUPS 2025 (2025)

technologyfintechblockchainmechanism designcomputer securityblockchain privacyinformation securitytrustdata securitycommunication securityfinancial cryptographyusable privacycryptographycommunicationinformation policyprivacy by designdigital bankingprivacy-preserving communicationmobile computingdata privacymobile commercepublic policy

Evaluation of Privacy Preserving Protocols for Mobile Money - Dataset. (2025)

privacy-preserving communicationinformation securitydata privacycomputer securityfinancial cryptographycryptographyblockchain privacy

Game Theoretic Liquidity Provisioning in Concentrated Liquidity Market Makers. (2025)

financemarket designmarket (economics)quantitative managementliquiditytheoretical economicsmarket mechanismsbusinesscompetition (economics)

Inferentially-Private Private Information. PROCEEDINGS OF THE ACM WEB CONFERENCE 2025, WWW 2025 (2025)

information securitystatisticsdata privacycommunicationprivacy protectionprivacy anonymityusable privacyinformation policycryptography

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Giulia Fanti

Angel Jordan Associate Professor

Carnegie Mellon University

Affiliations

College of Engineering

Electrical & Computer Engineering

Giulia Fanti is currently serving as a College Of Engineering Angel Jordan Associate Professor at Carnegie Mellon University.

Honors

Create free account to unlock more features

Experiences

Create free account to unlock more features

Education

Create free account to unlock more features

Giulia Fanti

Carnegie Mellon University

Angel Jordan Associate Professor

You can click a keyword to filter the displayed items

Video Presentations

Notable Scholarly Works

Notable Federal Grants

Collaborators

A Principled Approach to Randomized Selection Under Uncertainty. (2025)

statistical inferencemodel selectionstatisticsuncertainty quantificationsampling theoryrandomized algorithmsapplied mathematicsmathematical optimizationcomputational statistics

A Water Efficiency Dataset for African Data Centers. Proceedings of the ACM SIGCAS/SIGCHI Conference on Computing and Sustainable Societies (2025)

BANEL: Exploration Posteriors for Generative Modeling Using Only Negative Rewards. arXiv (Cornell University) (2025)

Benchmarking Fraud Detectors on Private Graph Data. arXiv (2025)

graph analysisnetwork analysisnetwork sciencecomputer sciencedata privacygraph theorydata sciencenetwork analyticsinformation forensics

Benchmarking Fraud Detectors on Private Graph Data. (2025)

Alexander GoldbergGiulia FantiNihar ShahSteven Wu

fraud detectorsdata securitydata privacyfrauddata sciencedeception detectionprivate graph datafraud detection

Characterizing the Training Dynamics of Private Fine-Tuning With Langevin Diffusion. Transactions on Machine Learning Research (2025)

Evaluation of Privacy Preserving Protocols for Mobile Money - Dataset. (2025)

privacy-preserving communicationinformation securitydata privacycomputer securityfinancial cryptographycryptographyblockchain privacy

Game Theoretic Liquidity Provisioning in Concentrated Liquidity Market Makers. (2025)

financemarket designmarket (economics)quantitative managementliquiditytheoretical economicsmarket mechanismsbusinesscompetition (economics)

Inferentially-Private Private Information. PROCEEDINGS OF THE ACM WEB CONFERENCE 2025, WWW 2025 (2025)

information securitystatisticsdata privacycommunicationprivacy protectionprivacy anonymityusable privacyinformation policycryptography

1
2
3
4
5
22
10 / page

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Institution

University of Arizona

data security

communication security

Pramod Viswanath

Institution

University of Illinois Urbana-Champaign

communication security

cryptographic technology

Nikita Borisov

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University of Illinois Urbana-Champaign

peer-to-peer database

privacy-preserving communication

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cyber-physical systems

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intelligent computing

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principle understanding

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data science

information theory

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computer science

distributed systems

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