Ferdinando Fioretto
- Constrained Synthesis with Projected Diffusion Models
2024/02/05 by Jacob K Christopher, Christopher, Jacob K, Stephen Baek +3 · 1 voice · 22 citations
#cs.LG #cs.AI
- Differentially Private and Fair Deep Learning: A Lagrangian Dual Approach
2020/09/26 by Cuong Dinh Tran, Tran, Cuong, Ferdinando Fioretto +3 · 6 citations
Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
- Simultaneous Multi-Robot Motion Planning with Projected Diffusion Models
2025/02/05 by Jinhao Liang, Liang, Jinhao, Jacob K. Christopher +5 · 13 citations
Computer Science · #Robotic Path Planning Algorithms
- Learning Constrained Optimization with Deep Augmented Lagrangian Methods
2024/03/06 by James Kotary, Kotary, James, Ferdinando Fioretto +1 · 6 citations
Computer Science · Engineering · #Advanced Manufacturing and Logistics Optimization #FOS: Computer and information sciences #FOS: Mathematics #Image Processing and 3D Reconstruction #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Robotic Mechanisms and Dynamics
- Fast Approximations for Job Shop Scheduling: A Lagrangian Dual Deep Learning Method
2021/10/12 by James Kotary, Kotary, James, Ferdinando Fioretto +3 · 2 citations
Engineering · #Scheduling and Optimization Algorithms #Assembly Line Balancing Optimization #Advanced Manufacturing and Logistics Optimization
- Training-Free Constrained Generation With Stable Diffusion Models
2025/02/08 by Stefano Zampini, Zampini, Stefano, Jacob K. Christopher +7 · 5 citations
Engineering · #FOS: Computer and information sciences #Iterative Learning Control Systems #Machine Learning (cs.LG)
- Metric Learning to Accelerate Convergence of Operator Splitting Methods for Differentiable Parametric Programming
2024/04/01 by Ethan King, James Kotary, King, Ethan +5 · 3 citations
Mathematics · Computer Science · #Advanced Optimization Algorithms Research #Optimization and Variational Analysis
- Pruning has a disparate impact on model accuracy
2022/05/26 by Cuong Tran, Tran, Cuong, Ferdinando Fioretto +5 · 2 citations
Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Statistical Methods and Inference
- PPSM: A Privacy-Preserving Stackelberg Mechanism: Privacy Guarantees for\n the Coordination of Sequential Electricity and Gas Markets
2019/11/22 by Ferdinando Fioretto, Lesia Mitridati, Fioretto, Ferdinando +3 · 1 citation
Computer Science · Engineering · #Blockchain Technology Applications and Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Optimization and Control (math.OC) #Optimization and Search Problems #Privacy-Preserving Technologies in Data #Smart Grid Security and Resilience #Systems and Control (eess.SY) #electronic engineering #information engineering
- High-Fidelity Machine Learning Approximations of Large-Scale Optimal Power Flow
2020/06/29 by Minas Chatzos, Ferdinando Fioretto, Chatzos, Minas +5 · 1 citation
Engineering · #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Optimal Power Flow Distribution #Optimization and Control (math.OC) #Power System Optimization and Stability #Power System Reliability and Maintenance #Signal Processing (eess.SP) #electronic engineering #information engineering
- Differentially Private Convex Optimization with Feasibility Guarantees
2020/06/22 by Vladimir Dvorkin, Ferdinando Fioretto, Dvorkin, Vladimir +7 · 1 citation
Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Learning Hard Optimization Problems: A Data Generation Perspective
2021/06/04 by James Kotary, Ferdinando Fioretto, Kotary, James +3 · 1 citation
Computer Science · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification #Metaheuristic Optimization Algorithms Research #Optimization and Control (math.OC)
- A Fairness Analysis on Private Aggregation of Teacher Ensembles
2021/09/17 by Cuong Dinh Tran, Tran, Cuong, My H. Dinh +5 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Privacy-Preserving Technologies in Data
- Gen-DFL: Decision-Focused Generative Learning for Robust Decision Making
2025/02/08 by Prince Zizhuang Wang, Shuyi Chen, Wang, Prince Zizhuang +7 · 3 citations
Computer Science · Decision Sciences · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Neural Networks and Applications
- The Data Minimization Principle in Machine Learning
2024/05/29 by Prakhar Ganesh, Cuong Tran, Ganesh, Prakhar +5 · 2 citations
Computer Science · Engineering · #Machine Learning and Data Classification #Neural Networks and Applications #Advanced Data Processing Techniques
- FairDP: Certified Fairness with Differential Privacy
2023/05/25 by Khang Tran, Ferdinando Fioretto, Tran, Khang +6 · 1 citation
Computer Science · Social Sciences · #Privacy-Preserving Technologies in Data #Ethics and Social Impacts of AI
- Multi-Agent Path Finding in Continuous Spaces with Projected Diffusion Models
2024/12/23 by Jinhao Liang, Jacob K. Christopher, Liang, Jinhao +5 · 2 citations
Computer Science · #Robotic Path Planning Algorithms #Distributed Control Multi-Agent Systems #Optimization and Search Problems
- Neuro-Symbolic Generative Diffusion Models for Physically Grounded, Robust, and Safe Generation
2025/06/01 by Jacob K. Christopher, Christopher, Jacob K., Michael Cardei +5 · 4 citations
Neuroscience · Computer Science · #Cognitive Science and Education Research #Neural Networks and Applications
- Differential Privacy Overview and Fundamental Techniques
2024/11/07 by Ferdinando Fioretto, Pascal Van Hentenryck, Fioretto, Ferdinando +3 · 1 voice · 1 citation
Computer Science · #Privacy-Preserving Technologies in Data #cs.AI #cs.CR
- Low-rank finetuning for LLMs: A fairness perspective
2024/05/28 by Saswat Das, Marco Romanelli, Das, Saswat +9 · 1 citation
Business, Management and Accounting · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Private Equity and Venture Capital