Riccardo Poiani
8 papers · 2020–2025 · 4 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (21) 🔥 Unstoppable · Bronze
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Venues
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Research topics
Machine Learning
(8)
Optimization & Theory
(7)
Artificial Intelligence
(4)
Reinforcement Learning
(4)
Learning Types · Machine Learning
(4)
Methods
(4)
Mathematics & Optimization
(3)
Optimization
(3)
Core AI
(2)
Learning Paradigms · Artificial Intelligence
(2)
Deep Learning
(1)
Learning Paradigms · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Keywords
best arm identification
(3)
sample complexity
(2)
bandit algorithm
(2)
monte carlo method
(2)
generative model
(2)
multi-fidelity optimization
(2)
sequential decision making
(1)
policy gradient
(1)
policy optimization
(1)
trajectory optimization
(1)
exponential family
(1)
variance reduction
(1)
reward function
(1)
monte carlo sampling
(1)
importance sampling
(1)
transfer learning
(1)
pac bound
(1)
inverse reinforcement learning
(1)
exploration policy
(1)
sequential testing
(1)
Papers
Best-Arm Identification in Unimodal Bandits
AISTATS 2025
Optimal Multi-Fidelity Best-Arm Identification
NeurIPS 2024
Sub-optimal Experts mitigate Ambiguity in Inverse Reinforcement Learning
NeurIPS 2024
Truncating Trajectories in Monte Carlo Policy Evaluation: an Adaptive Approach
NeurIPS 2023
Truncating Trajectories in Monte Carlo Reinforcement Learning
ICML 2023
Multi-Fidelity Best-Arm Identification
NeurIPS 2022
Meta-Reinforcement Learning by Tracking Task Non-stationarity
IJCAI 2021
Sequential Transfer in Reinforcement Learning with a Generative Model
ICML 2020