Aymen Al Marjani
6 papers · 2021–2026 · 4 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Bronze π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (17) π£ Hot Topic Early Bird
π
Renaissance Researcher
(5)
Venues
Top co-authors
Research topics
Machine Learning
(6)
Learning Types Β· Machine Learning
(5)
Optimization & Theory
(3)
Reinforcement Learning
(2)
Methods
(2)
Artificial Intelligence
(1)
Deep Learning
(1)
Mathematics & Optimization
(1)
Natural Language Processing
(1)
Security & Privacy
(1)
Application Areas
(1)
Applications
(1)
Core AI
(1)
Differential Privacy
(1)
Learning Types Β· Deep Learning
(1)
Keywords
sample complexity
(5)
markov decision process
(3)
best arm identification
(2)
differential privacy
(2)
pac learning
(1)
adaptive sampling
(1)
randomized response
(1)
generative model
(1)
regret bound
(1)
synthetic data
(1)
privacy-utility trade-off
(1)
exploration strategy
(1)
privacy budget
(1)
hallucination detection
(1)
active exploration
(1)
instance-dependent bound
(1)
faithfulness evaluation
(1)
information hallucination
(1)
best-policy identification
(1)
discounted markov decision process
(1)
Papers
Differentially Private Best-Arm Identification
JMLR 2026
Multilingual Self-Taught Faithfulness Evaluators
EACL 2026
On the Complexity of Differentially Private Best-Arm Identification with Fixed Confidence
NeurIPS 2023
Near Instance-Optimal PAC Reinforcement Learning for Deterministic MDPs
NeurIPS 2022
Adaptive Sampling for Best Policy Identification in Markov Decision Processes
ICML 2021
Navigating to the Best Policy in Markov Decision Processes
NeurIPS 2021