Andrea Ponti - RankMe

37 papers Journal 25Unranked 12

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Bayesian optimization over the probability simplex. Ann. Math. Artif. Intell. Antonio Candelieri, Andrea Ponti, Francesco Archetti
2025	J	`jnl`	Gaussian Process regression over discrete probability measures: on the non-stationarity relation between Euclidean and Wasserstein Squared Exponential Kernels. J. Glob. Optim. Antonio Candelieri, Andrea Ponti, Francesco Archetti
2025	J	`jnl`	Wasserstein Barycenter Gaussian Process based Bayesian Optimization. CoRR Antonio Candelieri, Andrea Ponti, Francesco Archetti
2024	—	`conf`	A Bayesian Approach for Prompt Optimization in LLMs. LION Antonio Sabbatella, Andrea Ponti, Ilaria Giordani, Francesco Archetti
2024	—	`conf`	A Constrained-JKO Scheme for Effective and Efficient Wasserstein Gradient Flows. LION Antonio Candelieri, Andrea Ponti, Francesco Archetti
2024	J	`jnl`	Bayesian Optimization Using Simulation-Based Multiple Information Sources over Combinatorial Structures. Mach. Learn. Knowl. Extr. Antonio Sabbatella, Andrea Ponti, Antonio Candelieri, Francesco Archetti
2024	J	`jnl`	Fair and green hyperparameter optimization via multi-objective and multiple information source Bayesian optimization. Mach. Learn. Antonio Candelieri, Andrea Ponti, Francesco Archetti
2024	J	`jnl`	Graph data augmentation with Gromow-Wasserstein Barycenters. CoRR Andrea Ponti
2023	J	`jnl`	A Bayesian approach for prompt optimization in pre-trained language models. CoRR Antonio Sabbatella, Andrea Ponti, Antonio Candelieri, Ilaria Giordani, Francesco Archetti
2023	—	`conf`	A Leak Localization Algorithm in Water Distribution Networks Using Probabilistic Leak Representation and Optimal Transport Distance. LION Andrea Ponti, Ilaria Giordani, Antonio Candelieri, Francesco Archetti
2023	J	`jnl`	Distributional learning in multi-objective optimization of recommender systems. J. Ambient Intell. Humaniz. Comput. Antonio Candelieri, Andrea Ponti, Ilaria Giordani, Anna Bosio, Francesco Archetti
2023	—	`conf`	Generative Models via Optimal Transport and Gaussian Processes. LION Antonio Candelieri, Andrea Ponti, Francesco Archetti
2023	—	`conf`	Multi-Objective and Multiple Information Source Optimization for Fair & Green Machine Learning. NUMTA (1) Antonio Candelieri, Andrea Ponti, Francesco Archetti
2023	J	`jnl`	On the use of Wasserstein distance in the distributional analysis of human decision making under uncertainty. Ann. Math. Artif. Intell. Antonio Candelieri, Andrea Ponti, Ilaria Giordani, Francesco Archetti
2023	—	`conf`	The Unreasonable Effectiveness of Optimal Transport Distance in the Design of Multi-Objective Evolutionary Optimization Algorithms. NUMTA (1) Andrea Ponti, Francesco Archetti
2023	J	`jnl`	Uncertainty quantification and exploration-exploitation trade-off in humans. J. Ambient Intell. Humaniz. Comput. Antonio Candelieri, Andrea Ponti, Francesco Archetti
2023	J	`jnl`	Wasserstein enabled Bayesian optimization of composite functions. J. Ambient Intell. Humaniz. Comput. Antonio Candelieri, Andrea Ponti, Francesco Archetti
2022	J	`jnl`	BORA: Bayesian Optimization for Resource Allocation. CoRR Antonio Candelieri, Andrea Ponti, Francesco Archetti
2022	—	`conf`	Bayesian Optimization in Wasserstein Spaces. LION Antonio Candelieri, Andrea Ponti, Francesco Archetti
2022	J	`jnl`	Explaining Exploration-Exploitation in Humans. Big Data Cogn. Comput. Antonio Candelieri, Andrea Ponti, Francesco Archetti
2022	J	`jnl`	Fair and Green Hyperparameter Optimization via Multi-objective and Multiple Information Source Bayesian Optimization. CoRR Antonio Candelieri, Andrea Ponti, Francesco Archetti
2022	J	`jnl`	Gaussian Process regression over discrete probability measures: on the non-stationarity relation between Euclidean and Wasserstein Squared Exponential Kernels. CoRR Antonio Candelieri, Andrea Ponti, Francesco Archetti
2022	—	`conf`	Network Vulnerability Analysis in Wasserstein Spaces. LION Andrea Ponti, Antonio Irpino, Antonio Candelieri, Anna Bosio, Ilaria Giordani, Francesco Archetti
2022	—	`conf`	Safe-Exploration of Control Policies from Safe-Experience via Gaussian Processes. LION Antonio Candelieri, Andrea Ponti, Francesco Archetti
2022	J	`jnl`	The "Unreasonable" Effectiveness of the Wasserstein Distance in Analyzing Key Performance Indicators of a Network of Stores. Big Data Cogn. Comput. Andrea Ponti, Ilaria Giordani, Matteo Mistri, Antonio Candelieri, Francesco Archetti
2021	J	`jnl`	A Wasserstein distance based multiobjective evolutionary algorithm for the risk aware optimization of sensor placement. Intell. Syst. Appl. Andrea Ponti, Antonio Candelieri, Francesco Archetti
2021	—	`conf`	Data efficient learning of implicit control strategies in Water Distribution Networks. CASE Antonio Candelieri, Andrea Ponti, Francesco Archetti
2021	J	`jnl`	Gamifying optimization: a Wasserstein distance-based analysis of human search. CoRR Antonio Candelieri, Andrea Ponti, Francesco Archetti
2021	J	`jnl`	Multi-Task Learning on Networks. CoRR Andrea Ponti
2021	—	`conf`	Optimal Sensor Placement by Distribution Based Multiobjective Evolutionary Optimization. LION Andrea Ponti, Antonio Candelieri, Francesco Archetti
2021	J	`jnl`	Probabilistic measures of edge criticality in graphs: a study in water distribution networks. Appl. Netw. Sci. Andrea Ponti, Antonio Candelieri, Ilaria Giordani, Francesco Archetti
2021	J	`jnl`	Risk Aware Optimization of Water Sensor Placement. CoRR Antonio Candelieri, Andrea Ponti, Francesco Archetti
2021	—	`conf`	Risk aware optimization of water sensor placement. GECCO Companion Antonio Candelieri, Andrea Ponti, Francesco Archetti
2021	J	`jnl`	Uncertainty quantification and exploration-exploitation trade-off in humans. CoRR Antonio Candelieri, Andrea Ponti, Francesco Archetti
2020	J	`jnl`	Modelling Human Active Search in Optimizing Black-box Functions. CoRR Antonio Candelieri, Riccardo Perego, Ilaria Giordani, Andrea Ponti, Francesco Archetti
2020	J	`jnl`	Modelling human active search in optimizing black-box functions. Soft Comput. Antonio Candelieri, Riccardo Perego, Ilaria Giordani, Andrea Ponti, Francesco Archetti
2020	J	`jnl`	Resilience in urban networked infrastructure: the case of Water Distribution Systems. CoRR Antonio Candelieri, Ilaria Giordani, Andrea Ponti, Francesco Archetti