Pierluigi Nuzzo
4 papers · 2021–2025 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(11)
Venues
Top co-authors
Research topics
Keywords
constrained markov decision process
(2)
policy optimization
(1)
posterior sampling
(1)
constrained optimization
(1)
optimal control
(1)
partially observable markov decision process
(1)
exploration exploitation
(1)
linear programming
(1)
optimistic planning
(1)
regret bound
(1)
safety guarantee
(1)
individual fairness
(1)
constraint violation
(1)
linear temporal logic
(1)
fairness verification
(1)
neural network repair
(1)
counterexample-guided search
(1)
satisfiability modulo convex
(1)
sensitivity neuron
(1)
probably approximately correct
(1)
Papers
A Safe Bayesian Learning Algorithm for Constrained MDPs with Bounded Constraint Violation
AISTATS 2025
Efficient Counterexample-Guided Fairness Verification and Repair of Neural Networks Using Satisfiability Modulo Convex Programming
IJCAI 2025
Optimal control of partially observable Markov decision processes with finite linear temporal logic constraints
UAI 2022
A Sample-Efficient Algorithm for Episodic Finite-Horizon MDP with Constraints
AAAI 2021