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Balancing between computational efficiency and sample efficiency is an important goal in reinforcement learning. Temporal difference (TD) learning algorithms stochastically update the value function, with a linear time complexity in the…

机器学习 · 计算机科学 2016-11-21 Clement Gehring , Yangchen Pan , Martha White

We study the problem of finding $K$ collision pairs in a random function $f : [N] \rightarrow [N]$ by using a quantum computer. We prove that the number of queries to the function in the quantum random oracle model must increase…

量子物理 · 物理学 2023-06-27 Yassine Hamoudi , Frédéric Magniez

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

A classical inventory problem is studied from the perspective of embedded options, reducing inventory-management to the design of optimal contracts for forward delivery of stock (commodity). Financial option techniques \`{a} la…

最优化与控制 · 数学 2019-04-10 Roy O. Davies , A. J. Ostaszewski

In the online (time-series) search problem, a player is presented with a sequence of prices which are revealed in an online manner. In the standard definition of the problem, for each revealed price, the player must decide irrevocably…

数据结构与算法 · 计算机科学 2021-12-06 Spyros Angelopoulos , Shahin Kamali , Dehou Zhang

A new 1D search method is proposed for minimizing an arbitrary real valued function. The algorithm is a modification of the interval halving method which is based on dividing the interval of uncertainty by three points into four equal…

最优化与控制 · 数学 2019-03-19 Alena Antonova , Olga Ibryaeva

As declarative query processing techniques expand in scope --- to the Web, data streams, network routers, and cloud platforms --- there is an increasing need for adaptive query processing techniques that can re-plan in the presence of…

数据库 · 计算机科学 2014-09-23 Mengmeng Liu , Zachary G. Ives , Boon Thau Loo

We consider mixed-integer quadratic optimization problems with banded matrices and indicator variables. These problems arise pervasively in statistical inference problems with time-series data, where the banded matrix captures the temporal…

最优化与控制 · 数学 2024-05-07 Andres Gomez , Shaoning Han , Leonardo Lozano

This paper presents a novel design update strategy for topology optimization, as an iterative optimization. The key contribution lies in incorporating a design updater concept with quantum annealing, applicable to both truss and continuum…

计算工程、金融与科学 · 计算机科学 2025-01-24 Naruethep Sukulthanasorn , Junsen Xiao , Koya Wagatsuma , Reika Nomura , Shuji Moriguchi , Kenjiro Terada

Non-concave maximization has been the subject of much recent study in the optimization and machine learning communities, specifically in deep learning. Recent papers Ge et al, Lee et al (and references therein) indicate that first order…

最优化与控制 · 数学 2020-01-14 Ioannis Panageas , Georgios Piliouras , Xiao Wang

This paper studies an open question in the warehouse problem where a merchant trading a commodity tries to find an optimal inventory-trading policy to decide on purchase and sale quantities during a fixed time horizon in order to maximize…

数据结构与算法 · 计算机科学 2023-02-24 Ishan Bansal , Oktay Günlük

There is a trivial $O(\frac{n^3}{T})$ time algorithm for approximate triangle counting where $T$ is the number of triangles in the graph and $n$ the number of vertices. At the same time, one may count triangles exactly using fast matrix…

数据结构与算法 · 计算机科学 2021-05-18 Jakub Tětek

We consider the problem of designing revenue-optimal auctions for selling two items and bidders' valuations are independent among bidders but negatively correlated among items. In this paper, we obtain the closed-form optimal auction for…

计算机科学与博弈论 · 计算机科学 2016-06-03 Pingzhong Tang , Zihe Wang

Many dynamic graph algorithms have an amortized update time, rather than a stronger worst-case guarantee. But amortized data structures are not suitable for real-time systems, where each individual operation has to be executed quickly. For…

数据结构与算法 · 计算机科学 2021-03-12 Aaron Bernstein , Sebastian Forster , Monika Henzinger

A method is proposed for solving equality constrained nonlinear optimization problems involving twice continuously differentiable functions. The method employs a trust funnel approach consisting of two phases: a first phase to locate an…

数值分析 · 数学 2017-07-04 Frank E. Curtis , Daniel P. Robinson , Mohammadreza Samadi

In this paper we modify an algorithm for updating a maximal clique enumeration after an edge insertion to provide an algorithm that runs in linear time with respect to the number of cliques containing one of the edge's endpoints, whereas…

离散数学 · 计算机科学 2014-12-17 Neal Lawton

The list update problem is a classical online problem, with an optimal competitive ratio that is still open, known to be somewhere between 1.5 and 1.6. An algorithm with competitive ratio 1.6, the smallest known to date, is COMB, a…

计算复杂性 · 计算机科学 2014-12-02 Christoph Ambuehl , Bernd Gaertner , Bernhard von Stengel

This paper presents an approach to compute the worst-case gain of the interconnection of a finite time horizon linear time-variant system and a perturbation. The input/output behavior of the uncertainty is described by integral quadratic…

系统与控制 · 电气工程与系统科学 2021-11-29 Felix Biertümpfel , Nantiwat Pholdee , Samir Bennani , Harald Pfifer

This paper focuses on the design of sequential quadratic optimization (commonly known as SQP) methods for solving large-scale nonlinear optimization problems. The most computationally demanding aspect of such an approach is the computation…

最优化与控制 · 数学 2020-02-27 James V. Burke , Frank E. Curtis , Hao Wang , Jiashan Wang

This paper studies a bandit optimization problem where the goal is to maximize a function $f(x)$ over $T$ periods for some unknown strongly concave function $f$. We consider a new pairwise comparison oracle, where the decision-maker chooses…

机器学习 · 计算机科学 2025-05-29 Xiangyu Chang , Xi Chen , Yining Wang , Zhiyi Zeng