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Greedy-GQ with linear function approximation, originally proposed in \cite{maei2010toward}, is a value-based off-policy algorithm for optimal control in reinforcement learning, and it has a non-linear two timescale structure with the…

机器学习 · 计算机科学 2024-05-03 Yue Wang , Yi Zhou , Shaofeng Zou

Opacity is a property of privacy and security applications asking whether, given a system model, a passive intruder that makes online observations of system's behaviour can ascertain some "secret" information of the system. Deciding opacity…

形式语言与自动机理论 · 计算机科学 2023-04-21 Jiří Balun , Tomáš Masopust , Petr Osička

We present new results on the landscape of problems that can be solved by quantum Turing machines (QTM's) employing severely limited amounts of memory. In this context, we demonstrate two infinite time hierarchies of complexity classes…

计算复杂性 · 计算机科学 2025-05-07 A. C. Cem Say

The Subspace Theorem is a powerful tool in number theory. It has appeared in various forms and been adapted and improved over time. It's applications include diophantine approximation, results about integral points on algebraic curves and…

组合数学 · 数学 2013-11-18 Ryan Schwartz , Jozsef Solymosi

Turing's famous 'machine' framework provides an intuitively clear conception of 'computing with real numbers'. A recursive counterexample to a theorem shows that the theorem does not hold when restricted to computable objects. These…

逻辑 · 数学 2020-06-23 Sam Sanders

This work theoretically studies a ubiquitous reinforcement learning policy for controlling the canonical model of continuous-time stochastic linear-quadratic systems. We show that randomized certainty equivalent policy addresses the…

机器学习 · 计算机科学 2022-08-23 Mohamad Kazem Shirani Faradonbeh

We prove a lower bound on the relative entropy between two finite-dimensional states in terms of their entropy difference and the dimension of the underlying space. The inequality is tight in the sense that equality can be attained for any…

量子物理 · 物理学 2015-03-16 David Reeb , Michael M. Wolf

The technique of Schroeppel and Shamir (SICOMP, 1981) has long been the most efficient way to trade space against time for the SUBSET SUM problem. In the random-instance setting, however, improved tradeoffs exist. In particular, the…

数据结构与算法 · 计算机科学 2013-03-05 Per Austrin , Petteri Kaski , Mikko Koivisto , Jussi Määttä

Reinforcement learning algorithms are usually stated without theoretical guarantees regarding their performance. Recently, Jin, Yang, Wang, and Jordan (COLT 2020) showed a polynomial-time reinforcement learning algorithm (namely, LSVI-UCB)…

机器学习 · 计算机科学 2024-11-19 Philips George John , Arnab Bhattacharyya , Silviu Maniu , Dimitrios Myrisiotis , Zhenan Wu

We study the limitations for defining spatial and temporal intervals when the only available reference frame is a single composite quantum system, whose internal degrees of freedom serve as a temporal reference, a clock, and whose center of…

量子物理 · 物理学 2026-01-27 Davide Mattei , Esteban Castro-Ruiz

Time-reversal symmetry allows waves to retrace their paths through complex media and refocus at their origin. However, incomplete capture and reversal of scattered waves often limits pulse recompression. We address this challenge for…

In this article we establish exponential moment bounds, moment bounds in fractional order smoothness spaces, a uniform H\"older continuity in time, and strong convergence rates for a class of fully discrete exponential Euler-type numerical…

概率论 · 数学 2021-11-02 Arnulf Jentzen , Felix Lindner , Primož Pušnik

A method to compute guaranteed lower bounds to the eigenvalues of the Maxwell system in two or three space dimensions is proposed as a generalization of the method of Liu and Oishi [SIAM J. Numer. Anal., 51, 2013] for the Laplace operator.…

数值分析 · 数学 2022-11-18 Dietmar Gallistl , Vladislav Olkhovskiy

The evolution of an isolated quantum system inevitably exhibits recurrence: the state returns to the vicinity of its initial condition after finite time. Despite its fundamental nature, a rigorous quantitative understanding of recurrence…

量子物理 · 物理学 2026-01-21 Marcin Kotowski , Michał Oszmaniec

In the field of reinforcement learning there has been recent progress towards safety and high-confidence bounds on policy performance. However, to our knowledge, no practical methods exist for determining high-confidence policy performance…

人工智能 · 计算机科学 2018-06-26 Daniel S. Brown , Scott Niekum

In this article, we analyze three classes of time-reversal of a Markov process with Gaussian noise on a manifold. We first unveil a commutativity constraint for the most general of these time-reversals to be well defined. Then we give a…

统计力学 · 物理学 2024-08-09 Jérémy O'Byrne , Michael E. Cates

In this paper, we study the polyhedral structure of an integrated minimum-up/-down time and ramping polytope, which has broad applications in variant industries. The polytope we studied includes minimum-up/-down time, generation…

最优化与控制 · 数学 2016-04-11 Kai Pan , Yongpei Guan

An extrinsic time is identified in most isotropic and homogeneous cosmological models by matching them with the ideal clock - a parametrized system whose only "degree of freedom" is time -. Once this matching is established, the…

广义相对论与量子宇宙学 · 物理学 2009-10-22 S. C. Beluardi , Rafael Ferraro

Variational quantum time evolution allows us to simulate the time dynamics of quantum systems with near-term compatible quantum circuits. Due to the variational nature of this method the accuracy of the simulation is a priori unknown. We…

量子物理 · 物理学 2023-10-25 Christa Zoufal , David Sutter , Stefan Woerner

We critically discuss the measure of very short time intervals. By means of a "gedankenexperiment", we describe an ideal clock based on the occurrence of completely random events. We show that the minimum time interval Delta t that this…

广义相对论与量子宇宙学 · 物理学 2016-03-23 Luciano Burderi , Tiziana Di Salvo