:: Library Catalog

Cover Image

Saved in:

Bibliographic Details
Main Authors:	Yi, Hongyu, Lu, Chenbei, Yu, Jing
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Systems and Control
Online Access:	https://arxiv.org/abs/2603.20819
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Finite Sample Identification of Partially Observed Bilinear Dynamical Systems
by: Sattar, Yahya, et al.
Published: (2025)

Identification and Adaptive Control of Markov Jump Systems: Sample Complexity and Regret Bounds
by: Sattar, Yahya, et al.
Published: (2021)

Sample Complexity Bounds for Linear System Identification from a Finite Set
by: Chatzikiriakos, Nicolas, et al.
Published: (2024)

Achieving $ε^{-2}$ Sample Complexity for Single-Loop Actor-Critic under Minimal Assumptions
by: Hamza, Ishaq, et al.
Published: (2026)

High-Probability Bounds for SGD under the Polyak-Lojasiewicz Condition with Markovian Noise
by: Kar, Avik, et al.
Published: (2026)

Bilinear Input Modulation for Mamba: Koopman Bilinear Forms for Memory Retention and Multiplicative Computation
by: Fujii, Hiroki, et al.
Published: (2026)

CLT-Optimal Parameter Error Bounds for Linear System Identification
by: Zhou, Yichen, et al.
Published: (2026)

Outlier-Robust Linear System Identification Under Heavy-tailed Noise
by: Kanakeri, Vinay, et al.
Published: (2024)

Online Control of Linear Systems under Unbounded Noise
by: Ito, Kaito, et al.
Published: (2024)

Learning Linear Dynamics from Bilinear Observations
by: Sattar, Yahya, et al.
Published: (2024)

Dual Control of Linear Systems from Bilinear Observations with Belief Space Model Predictive Control
by: Cao, Daniel, et al.
Published: (2026)

Boosting-Enabled Robust System Identification of Partially Observed LTI Systems Under Heavy-Tailed Noise
by: Kanakeri, Vinay, et al.
Published: (2025)

Non-Asymptotic Bounds for Closed-Loop Identification of Unstable Nonlinear Stochastic Systems
by: Siriya, Seth, et al.
Published: (2024)

Achieving Tighter Finite-Time Rates for Heterogeneous Federated Stochastic Approximation under Markovian Sampling
by: Zhu, Feng, et al.
Published: (2025)

Sub-optimality of the Separation Principle for Quadratic Control from Bilinear Observations
by: Sattar, Yahya, et al.
Published: (2025)

Frequency Response Identification of Low-Order Systems: Finite-Sample Analysis
by: Honarpisheh, Arya, et al.
Published: (2025)

Finite Sample Frequency Domain Identification
by: Tsiamis, Anastasios, et al.
Published: (2024)

Estimation Sample Complexity of a Class of Nonlinear Continuous-time Systems
by: Kuang, Simon, et al.
Published: (2023)

Achieving ${O}(ε^{-1.5})$ Complexity in Hessian/Jacobian-free Stochastic Bilevel Optimization
by: Yang, Yifan, et al.
Published: (2023)

Sample Complexity of the Sign-Perturbed Sums Identification Method: Scalar Case
by: Szentpéteri, Szabolcs, et al.
Published: (2024)

Learning to Stabilize Unknown LTI Systems on a Single Trajectory under Stochastic Noise
by: Zhang, Ziyi, et al.
Published: (2024)

Sample-Efficient Diffusion-based Control of Complex Physics Systems
by: Chen, Hongyi, et al.
Published: (2025)

Tight Finite Time Bounds of Two-Time-Scale Linear Stochastic Approximation with Markovian Noise
by: Haque, Shaan Ul, et al.
Published: (2023)

Finite-Time Bounds for Two-Time-Scale Stochastic Approximation with Arbitrary Norm Contractions and Markovian Noise
by: Chandak, Siddharth, et al.
Published: (2025)

Constrained Optimal Fuel Consumption of HEVs under Observational Noise
by: Yan, Shuchang, et al.
Published: (2024)

Finite Sample and Large Deviations Analysis of Stochastic Gradient Algorithm with Correlated Noise
by: Yin, George, et al.
Published: (2024)

Provably Efficient Sample Complexity for Robust CMDP
by: Ganguly, Sourav, et al.
Published: (2025)

System Identification Under Bounded Noise: Optimal Rates Beyond Least Squares
by: Zeng, Xiong, et al.
Published: (2025)

Federated Nonlinear System Identification
by: Tupe, Omkar, et al.
Published: (2025)

Variance-Reduced Cascade Q-learning: Algorithms and Sample Complexity
by: Boveiri, Mohammad, et al.
Published: (2024)

Sample Complexity of Linear Quadratic Regulator Without Initial Stability
by: Moghaddam, Amirreza Neshaei, et al.
Published: (2025)

Sample Complexity of the Linear Quadratic Regulator: A Reinforcement Learning Lens
by: Moghaddam, Amirreza Neshaei, et al.
Published: (2024)

The Sample Complexity of Online Reinforcement Learning: A Multi-model Perspective
by: Muehlebach, Michael, et al.
Published: (2025)

System Identification for Continuous-time Linear Dynamical Systems
by: Halmos, Peter, et al.
Published: (2023)

Asymptotic Dynamics of Alternating Minimization for Bilinear Regression
by: Okajima, Koki, et al.
Published: (2024)

On the Sample Complexity of Discounted Reinforcement Learning with Optimized Certainty Equivalents
by: Mortensen, Oliver, et al.
Published: (2026)

On the Sample Complexity of Imitation Learning for Smoothed Model Predictive Control
by: Pfrommer, Daniel, et al.
Published: (2023)

Optimal Centered Active Excitation in Linear System Identification
by: Ito, Kaito, et al.
Published: (2026)

Meta-Learning for Physically-Constrained Neural System Identification
by: Chakrabarty, Ankush, et al.
Published: (2025)

Information Theoretically Optimal Sample Complexity of Learning Dynamical Directed Acyclic Graphs
by: Veedu, Mishfad Shaikh, et al.
Published: (2023)