Alexandre Capone
11 papers · 2020–2025 · 5 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (21) π Academic Marathon Β· Sprint π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Silver π£ Hot Topic Early Bird
π§¬
Topic Evolution
π€
Dynamic Duo
(10)
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Conference Pioneer
π₯
Unstoppable Β· Bronze
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Century Club Β· Bronze
ποΈ
Keyword Collector
(52)
Top co-authors
Research topics
Machine Learning
(10)
Artificial Intelligence
(8)
Optimization & Theory
(6)
Mathematics & Optimization
(5)
Robotics
(5)
Bayesian & Probabilistic Β· Artificial Intelligence
(5)
Optimization
(5)
Core AI
(4)
Systems
(4)
Bayesian & Probabilistic Β· Machine Learning
(3)
Learning Types
(3)
Application Areas
(1)
Capabilities
(1)
Keywords
gaussian process
(8)
uncertainty quantification
(3)
learning-based control
(3)
model uncertainty
(2)
gaussian process regression
(1)
model predictive control
(1)
robust optimization
(1)
dynamics model
(1)
gaussian processes
(1)
reproducing kernel hilbert space
(1)
dynamical system
(1)
robot control
(1)
second-order cone programming
(1)
parameter optimization
(1)
state space model
(1)
bayesian optimization
(1)
stability analysis
(1)
confidence interval
(1)
variational inference
(1)
active learning
(1)
Papers
Koopman-Equivariant Gaussian Processes
AISTATS 2025
Learning Safe Control via On-the-Fly Bandit Exploration
ICML 2025
Multi-Timescale Dynamics Model Bayesian Optimization for Plasma Stabilization in Tokamaks
ICML 2025
Computation-Aware Learning for Stable Control with Gaussian Process
RSS 2024
Sharp Calibrated Gaussian Processes
NeurIPS 2023
Gaussian Process Uniform Error Bounds with Unknown Hyperparameters for Safety-Critical Applications
ICML 2022
Structure-Preserving Learning Using Gaussian Processes and Variational Integrators
L4DC 2022
The Impact of Data on the Stability of Learning-Based Control
L4DC 2021
Localized active learning of Gaussian process state space models
L4DC 2020
Parameter Optimization for Learning-based Control of Control-Affine Systems
L4DC 2020
Smart Forgetting for Safe Online Learning with Gaussian Processes
L4DC 2020