Peter Seiler
5 papers · 2017–2023 · 4 venues · across top CS/AI venues
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Achievements
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π
Conference Polyglot Β· Bronze
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Academic Marathon Β· Sprint
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Interdisciplinary Bridge Β· Bronze
πΊοΈ
Taxonomy Completionist
(12)
π
Conference Pioneer
Venues
Top co-authors
Research topics
Machine Learning
(4)
Optimization & Theory
(4)
Artificial Intelligence
(3)
Reinforcement Learning
(2)
Core AI
(2)
Deep Learning
(1)
Mathematics & Optimization
(1)
Robotics
(1)
Applications
(1)
Architectures
(1)
Bayesian & Probabilistic
(1)
Learning Types
(1)
Mathematics
(1)
Methods
(1)
Optimization
(1)
Keywords
robust control
(2)
reinforcement learning
(1)
policy optimization
(1)
bayesian inference
(1)
policy gradient
(1)
sample complexity
(1)
policy learning
(1)
gaussian process
(1)
system identification
(1)
reward function
(1)
derivative-free optimization
(1)
convergence rate
(1)
recurrent neural network
(1)
frequency domain
(1)
integral quadratic constraint
(1)
stability guarantee
(1)
controller synthesis
(1)
h-infinity control
(1)
linear matrix inequality
(1)
control synthesis
(1)
Papers
Complexity of Derivative-Free Policy Optimization for Structured H_β Control
NeurIPS 2023
Frequency Domain Gaussian Process Models for $H^β$ Uncertainties
L4DC 2023
Recurrent Neural Network Controllers Synthesis with Stability Guarantees for Partially Observed Systems
AAAI 2022
Tractable Reinforcement Learning of Signal Temporal Logic Objectives
L4DC 2020
A Unified Analysis of Stochastic Optimization Methods Using Jump System Theory and Quadratic Constraints
COLT 2017