Alessandro Ronca
7 papers · 2021–2025 · 4 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Bronze π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (11) π Keyword Champion (3) π₯ Unstoppable Β· Bronze
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Keywords
sample complexity
(4)
regular decision process
(3)
automata learning
(3)
pac learning
(2)
offline reinforcement learning
(2)
optimal policy
(1)
discrete mathematics
(1)
polynomial time
(1)
dynamical system
(1)
recurrent neural network
(1)
temporal logic
(1)
near-optimal policy
(1)
constructive learning
(1)
automata theory
(1)
non-markov decision process
(1)
regular language
(1)
finite state machine
(1)
probably approximately correct
(1)
expressivity analysis
(1)
finite automaton
(1)
Papers
Offline RL in Regular Decision Processes: Sample Efficiency via Language Metrics
ICLR 2025
On the Expressivity of Recurrent Neural Cascades
AAAI 2024
The Transformation Logics
IJCAI 2024
Automata Cascades: Expressivity and Sample Complexity
AAAI 2023
Provably Efficient Offline Reinforcement Learning in Regular Decision Processes
NeurIPS 2023
Markov Abstractions for PAC Reinforcement Learning in Non-Markov Decision Processes
IJCAI 2022
Efficient PAC Reinforcement Learning in Regular Decision Processes
IJCAI 2021