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We present a robust Distributed and Localized Model Predictive Control (rDLMPC) framework for large-scale structured linear systems. The proposed algorithm uses the System Level Synthesis to provide a distributed closed-loop model…

最优化与控制 · 数学 2021-03-29 Carmen Amo Alonso , Jing Shuang Li , Nikolai Matni , James Anderson

Applications in machine learning, optimization, and control require the sequential selection of a few system elements, such as sensors, data, or actuators, to optimize the system performance across multiple time steps. However, in…

机器学习 · 统计学 2020-12-17 Vasileios Tzoumas , Ali Jadbabaie , George J. Pappas

Safe memory reclamation (SMR) algorithms are crucial for preventing use-after-free errors in optimistic data structures. SMR algorithms typically delay reclamation for safety and reclaim objects in batches for efficiency. It is difficult to…

分布式、并行与集群计算 · 计算机科学 2023-02-28 Ajay Singh , Trevor Brown , Michael Spear

Connected multi-agent robotic systems (MRS) are prone to deadlocks in an obstacle environment where the robots can get stuck away from their desired locations under a smooth low-level control policy. Without an external intervention, often…

机器人学 · 计算机科学 2024-09-18 Kunal Garg , Songyuan Zhang , Jacob Arkin , Chuchu Fan

Locally repairable codes (LRCs) are considered with equal or unequal localities, local distances and local field sizes. An explicit two-layer architecture with a sum-rank outer code is obtained, having disjoint local groups and achieving…

信息论 · 计算机科学 2019-04-25 Umberto Martínez-Peñas , Frank R. Kschischang

Recent work in robotic manipulation focuses on object retrieval in cluttered spaces under occlusion. Nevertheless, the majority of efforts lack an analysis of conditions for the completeness of the approaches or the methods apply only when…

机器人学 · 计算机科学 2022-09-22 Yinglong Miao , Rui Wang , Kostas Bekris

Robust model predictive control algorithms are essential for addressing unavoidable errors due to the uncertainty in predicting real-world systems. However, the formulation of such algorithms typically results in a trade-off between…

系统与控制 · 电气工程与系统科学 2025-04-25 Moritz Heinlein , Sankaranarayanan Subramanian , Sergio Lucia

Locally repairable codes (LRCs) have recently been widely used in distributed storage systems and the LRCs with $(r,\delta)$-locality ($(r,\delta)$-LRCs) attracted a lot of interest for tolerating multiple erasures. Ge et al. constructed…

信息论 · 计算机科学 2023-04-28 Yaxin Wang , Siman Yang

For scalar maximum distance separable (MDS) codes, the conventional repair schemes that achieve the cut-set bound with equality for the single-node repair have been proven to require a super-exponential sub-packetization level.As is well…

信息论 · 计算机科学 2026-03-16 Wei Zhao , Fang-Wei Fu , Ximing Fu

We investigate whether there are inherent limits of parallelization in the (randomized) massively parallel computation (MPC) model by comparing it with the (sequential) RAM model. As our main result, we show the existence of hard functions…

数据结构与算法 · 计算机科学 2020-08-18 Kai-Min Chung , Kuan-Yi Ho , Xiaorui Sun

The problem of robustly reconstructing a large number from its erroneous remainders with respect to several moduli, namely the robust remaindering problem, may occur in many applications including phase unwrapping, frequency detection from…

信息论 · 计算机科学 2017-04-05 Li Xiao , Xiang-Gen Xia , Haiye Huo

We study the maximum set coverage problem in the massively parallel model. In this setting, $m$ sets that are subsets of a universe of $n$ elements are distributed among $m$ machines. In each round, these machines can communicate with each…

数据结构与算法 · 计算机科学 2024-11-26 Thai Bui , Hoa T. Vu

Automating penetration testing is crucial for enhancing cybersecurity, yet current Large Language Models (LLMs) face significant limitations in this domain, including poor error handling, inefficient reasoning, and an inability to perform…

人工智能 · 计算机科学 2025-10-30 He Kong , Die Hu , Jingguo Ge , Liangxiong Li , Hui Li , Tong Li

This paper considers a recoverable robust single-machine scheduling problem under polyhedral uncertainty with the objective of minimising the total flow time. In this setting, a decision-maker must determine a first-stage schedule subject…

最优化与控制 · 数学 2022-03-08 Matthew Bold , Marc Goerigk

Latent position models (LPMs) are a large and popular class of models for random graphs. However, fitting Bayesian LPMs is computationally challenging - computing the likelihood even once takes time that is quadratic in the number of…

统计计算 · 统计学 2026-05-29 Zonghao Li , Aaron Smith

Recovering a low rank matrix from a subset of its entries, some of which may be corrupted, is known as the robust matrix completion (RMC) problem. Existing RMC methods have several limitations: they require a relatively large number of…

机器学习 · 计算机科学 2025-12-16 Eilon Vaknin Laufer , Boaz Nadler

Contention resolution schemes (or CR schemes), introduced by Chekuri, Vondrak and Zenklusen, are a class of randomized rounding algorithms for converting a fractional solution to a relaxation for a down-closed constraint family into an…

数据结构与算法 · 计算机科学 2023-01-31 Danish Kashaev , Richard Santiago

A new likelihood based AR approximation is given for ARMA models. The usual algorithms for the computation of the likelihood of an ARMA model require $O(n)$ flops per function evaluation. Using our new approximation, an algorithm is…

统计理论 · 数学 2016-11-04 A. Ian McLeod , Ying Zhang

Contention resolution schemes have proven to be an incredibly powerful concept which allows to tackle a broad class of problems. The framework has been initially designed to handle submodular optimization under various types of constraints,…

数据结构与算法 · 计算机科学 2018-11-27 Marek Adamczyk , Michał Włodarczyk

Robust Markov Decision Processes (MDPs) are a powerful framework for modeling sequential decision-making problems with model uncertainty. This paper proposes the first first-order framework for solving robust MDPs. Our algorithm interleaves…

最优化与控制 · 数学 2021-01-18 Julien Grand-Clément , Christian Kroer