Ferdinando Fioretto

Ferdinando Fioretto

Syracuse University

H-index: 24

North America-United States

About Ferdinando Fioretto

Ferdinando Fioretto, With an exceptional h-index of 24 and a recent h-index of 21 (since 2020), a distinguished researcher at Syracuse University, specializes in the field of Machine Learning, Responsible AI, Differential Privacy, Fairness, Differentiable Optimization.

His recent articles reflect a diverse array of research interests and contributions to the field:

Metric Learning to Accelerate Convergence of Operator Splitting Methods for Differentiable Parametric Programming

Finding ε and δ of Traditional Disclosure Control Systems

Learning Constrained Optimization with Deep Augmented Lagrangian Methods

End-to-End Learning for Fair Multiobjective Optimization Under Uncertainty

Learning Fair Ranking Policies via Differentiable Optimization of Ordered Weighted Averages

Disparate Impact on Group Accuracy of Linearization for Private Inference

Projected Generative Diffusion Models for Constraint Satisfaction

Finding∈ and δ of Statistical Disclosure Control Systems

Ferdinando Fioretto Information

University

Position

___

Citations(all)

1941

Citations(since 2020)

1602

Cited By

740

hIndex(all)

24

hIndex(since 2020)

21

i10Index(all)

45

i10Index(since 2020)

36

Email

University Profile Page

Google Scholar

Ferdinando Fioretto Skills & Research Interests

Machine Learning

Responsible AI

Differential Privacy

Fairness

Differentiable Optimization

Top articles of Ferdinando Fioretto

Metric Learning to Accelerate Convergence of Operator Splitting Methods for Differentiable Parametric Programming

arXiv preprint arXiv:2404.00882

2024/4/1

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

Finding ε and δ of Traditional Disclosure Control Systems

Proceedings of the AAAI Conference on Artificial Intelligence

2024/3/24

Pascal Van Hentenryck
Pascal Van Hentenryck

H-Index: 37

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

Learning Constrained Optimization with Deep Augmented Lagrangian Methods

arXiv preprint arXiv:2403.03454

2024/3/6

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

End-to-End Learning for Fair Multiobjective Optimization Under Uncertainty

arXiv preprint arXiv:2402.07772

2024/2/12

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

Learning Fair Ranking Policies via Differentiable Optimization of Ordered Weighted Averages

arXiv preprint arXiv:2402.05252

2024/2/7

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

Disparate Impact on Group Accuracy of Linearization for Private Inference

arXiv preprint arXiv:2402.03629

2024/2/6

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

Projected Generative Diffusion Models for Constraint Satisfaction

arXiv preprint arXiv:2402.03559

2024/2/5

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

Finding∈ and δ of Statistical Disclosure Control Systems

2024

Pascal Van Hentenryck
Pascal Van Hentenryck

H-Index: 37

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

Data Minimization at Inference Time

2024

Cuong Tran
Cuong Tran

H-Index: 3

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

Fairness Increases Adversarial Vulnerability

arXiv

2022/11/21

Cuong Tran
Cuong Tran

H-Index: 3

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

Analyzing and Enhancing the Backward-Pass Convergence of Unrolled Optimization

arXiv preprint arXiv:2312.17394

2023/12/28

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

On The Fairness Impacts of Hardware Selection in Machine Learning

arXiv preprint arXiv:2312.03886

2023/12/6

Cuong Tran
Cuong Tran

H-Index: 3

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

Predict-Then-Optimize by Proxy: Learning Joint Models of Prediction and Optimization

arXiv preprint arXiv:2311.13087

2023/11/22

Pascal Van Hentenryck
Pascal Van Hentenryck

H-Index: 37

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

An Analysis of the Reliability of AC Optimal Power Flow Deep Learning Proxies

2023/11/6

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

Kyri Baker
Kyri Baker

H-Index: 18

Gradient-enhanced physics-informed neural networks for power systems operational support

Electric Power Systems Research

2023/10/1

Kyri Baker
Kyri Baker

H-Index: 18

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

Price-Aware Deep Learning for Electricity Markets

2023/8/2

Vladimir Dvorkin
Vladimir Dvorkin

H-Index: 4

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

Decision-Focused Learning: Foundations, State of the Art, Benchmark and Future Opportunities

arXiv

2023/7/25

Tias Guns
Tias Guns

H-Index: 16

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

Algorithmic Fairness through the Lens of Causality and Privacy (AFCP) 2022

2023/6/4

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

FairDP: Certified Fairness with Differential Privacy

arXiv preprint arXiv:2305.16474

2023/5/25

Khang Tran
Khang Tran

H-Index: 1

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

Nhathai Phan
Nhathai Phan

H-Index: 13

Context-Aware Differential Privacy for Language Modeling

arXiv

2023/1/28

Ferdinando Fioretto
Ferdinando Fioretto

H-Index: 15

See List of Professors in Ferdinando Fioretto University(Syracuse University)