Munther Dahleh
6 papers · 2014–2025 · 5 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Silver π Academic Marathon Β· Half π Interdisciplinary Bridge Β· Gold πΊοΈ Taxonomy Completionist (24) π Renaissance Researcher (6)
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Venues
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Research topics
Machine Learning
(6)
Core Methods
(4)
Optimization & Theory
(4)
Mathematics & Optimization
(2)
Reinforcement Learning
(2)
Learning Types
(2)
Artificial Intelligence
(1)
Data Science & Analytics
(1)
Healthcare & Medicine
(1)
Interdisciplinary
(1)
Application Areas
(1)
Cognitive Science
(1)
Core AI
(1)
Mathematics
(1)
Methods
(1)
Keywords
sample complexity
(2)
tensor decomposition
(2)
markov decision process
(2)
neural decoding
(1)
policy evaluation
(1)
state abstraction
(1)
reinforcement learning
(1)
integrate-and-fire
(1)
neuronal encoding
(1)
spectral analysis
(1)
signal reconstruction
(1)
time series forecasting
(1)
state representation
(1)
matrix completion
(1)
reconstruction error
(1)
online learning
(1)
representation learning
(1)
real-time decoding
(1)
causal inference
(1)
unsupervised learning
(1)
Papers
Finite Sample Analysis of Tensor Decomposition for Learning Mixtures of Linear Systems
L4DC 2025
Sample Efficient Reinforcement Learning with Partial Dynamics Knowledge
AAAI 2024
Causal Matrix Completion
COLT 2023
Learning Good State and Action Representations for Markov Decision Process via Tensor Decomposition
JMLR 2023
SAMoSSA: Multivariate Singular Spectrum Analysis with Stochastic Autoregressive Noise
NeurIPS 2023
Real-Time Decoding of an Integrate and Fire Encoder
NeurIPS 2014