Picture for Andrea Ponti

Andrea Ponti

Graph data augmentation with Gromow-Wasserstein Barycenters

Add code
Apr 12, 2024
Viaarxiv icon

A Bayesian approach for prompt optimization in pre-trained language models

Add code
Dec 01, 2023
Viaarxiv icon

Gaussian Process regression over discrete probability measures: on the non-stationarity relation between Euclidean and Wasserstein Squared Exponential Kernels

Add code
Dec 02, 2022
Viaarxiv icon

BORA: Bayesian Optimization for Resource Allocation

Add code
Oct 12, 2022
Figure 1 for BORA: Bayesian Optimization for Resource Allocation
Figure 2 for BORA: Bayesian Optimization for Resource Allocation
Figure 3 for BORA: Bayesian Optimization for Resource Allocation
Figure 4 for BORA: Bayesian Optimization for Resource Allocation
Viaarxiv icon

Fair and Green Hyperparameter Optimization via Multi-objective and Multiple Information Source Bayesian Optimization

Add code
May 18, 2022
Figure 1 for Fair and Green Hyperparameter Optimization via Multi-objective and Multiple Information Source Bayesian Optimization
Figure 2 for Fair and Green Hyperparameter Optimization via Multi-objective and Multiple Information Source Bayesian Optimization
Figure 3 for Fair and Green Hyperparameter Optimization via Multi-objective and Multiple Information Source Bayesian Optimization
Figure 4 for Fair and Green Hyperparameter Optimization via Multi-objective and Multiple Information Source Bayesian Optimization
Viaarxiv icon

Gamifying optimization: a Wasserstein distance-based analysis of human search

Add code
Dec 12, 2021
Figure 1 for Gamifying optimization: a Wasserstein distance-based analysis of human search
Figure 2 for Gamifying optimization: a Wasserstein distance-based analysis of human search
Figure 3 for Gamifying optimization: a Wasserstein distance-based analysis of human search
Figure 4 for Gamifying optimization: a Wasserstein distance-based analysis of human search
Viaarxiv icon

Multi-Task Learning on Networks

Add code
Dec 07, 2021
Figure 1 for Multi-Task Learning on Networks
Figure 2 for Multi-Task Learning on Networks
Figure 3 for Multi-Task Learning on Networks
Figure 4 for Multi-Task Learning on Networks
Viaarxiv icon

Risk Aware Optimization of Water Sensor Placement

Add code
Mar 08, 2021
Figure 1 for Risk Aware Optimization of Water Sensor Placement
Figure 2 for Risk Aware Optimization of Water Sensor Placement
Figure 3 for Risk Aware Optimization of Water Sensor Placement
Figure 4 for Risk Aware Optimization of Water Sensor Placement
Viaarxiv icon

Uncertainty quantification and exploration-exploitation trade-off in humans

Add code
Feb 05, 2021
Figure 1 for Uncertainty quantification and exploration-exploitation trade-off in humans
Figure 2 for Uncertainty quantification and exploration-exploitation trade-off in humans
Figure 3 for Uncertainty quantification and exploration-exploitation trade-off in humans
Figure 4 for Uncertainty quantification and exploration-exploitation trade-off in humans
Viaarxiv icon

Modelling Human Active Search in Optimizing Black-box Functions

Add code
Mar 09, 2020
Figure 1 for Modelling Human Active Search in Optimizing Black-box Functions
Figure 2 for Modelling Human Active Search in Optimizing Black-box Functions
Figure 3 for Modelling Human Active Search in Optimizing Black-box Functions
Figure 4 for Modelling Human Active Search in Optimizing Black-box Functions
Viaarxiv icon