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We consider the nonparametric multivariate isotonic regression problem, where the regression function is assumed to be nondecreasing with respect to each predictor. Our goal is to construct a Bayesian credible interval for the function…

统计理论 · 数学 2022-11-24 Kang Wang , Subhashis Ghosal

This paper proposes a new generative model called neural belief reasoner (NBR). It differs from previous models in that it specifies a belief function rather than a probability distribution. Its implementation consists of neural networks,…

机器学习 · 计算机科学 2020-07-20 Haifeng Qian

Control barrier functions are a popular method of ensuring system safety, and these functions can be used to enforce invariance of a set under the dynamics of a system. A control barrier function must have certain properties, and one must…

系统与控制 · 电气工程与系统科学 2022-12-02 Ellie Pond , Matthew Hale

Assertions are widely used for functional validation as well as coverage analysis for both software and hardware designs. Assertions enable runtime error detection as well as faster localization of errors. While there is a vast literature…

系统与控制 · 电气工程与系统科学 2020-01-22 Yangdi Lyu , Prabhat Mishra

Brain storm optimization (BSO) is a newly proposed population-based optimization algorithm, which uses a logarithmic sigmoid transfer function to adjust its search range during the convergent process. However, this adjustment only varies…

神经与进化计算 · 计算机科学 2021-03-02 Yang Yu , Shangce Gao , Yirui Wang , Jiujun Cheng , Yuki Todo

Resistive random-access memory (RRAM) provides an excellent platform for analog matrix computing (AMC), enabling both matrix-vector multiplication (MVM) and the solution of matrix equations through open-loop and closed-loop circuit…

信号处理 · 电气工程与系统科学 2025-12-05 Pushen Zuo , Zhong Sun

Sampling-based algorithms, such as Rapidly Exploring Random Trees (RRT) and its variants, have been used extensively for motion planning. Control barrier functions (CBFs) have been recently proposed to synthesize controllers for…

机器人学 · 计算机科学 2022-06-03 Ahmad Ahmad , Calin Belta , Roberto Tron

We propose a model for functional data registration that compares favorably to the best methods of functional data registration currently available. It also extends current inferential capabilities for unregistered data by providing a…

统计方法学 · 统计学 2016-06-06 Cecilia Earls , Giles Hooker

Reinforcement learning from verifiable rewards (RLVR) is a promising paradigm for improving large language model (LLM) agents on long-horizon interactive tasks. However, in partially observable environments, incomplete observations cause…

计算与语言 · 计算机科学 2026-05-20 Wenjie Tang , Minne Li , Sijie Huang , Liquan Xiao , Yuan Zhou

Conflict-free replicated data types (CRDTs) and the local-first concept are increasingly employed not only in small-scale collaboration systems among few users who trust each other, but also in large-scale systems, like Matrix for instant…

分布式、并行与集群计算 · 计算机科学 2026-04-28 Florian Jacob , Johanna Stuber , Hannes Hartenstein

Intensive algorithmic efforts have been made to enable the rapid improvements of certificated robustness for complex ML models recently. However, current robustness certification methods are only able to certify under a limited perturbation…

机器学习 · 计算机科学 2023-04-13 Zhuolin Yang , Zhikuan Zhao , Boxin Wang , Jiawei Zhang , Linyi Li , Hengzhi Pei , Bojan Karlas , Ji Liu , Heng Guo , Ce Zhang , Bo Li

Virtual integration techniques focus on building architectural models of systems that can be analyzed early in the design cycle to try to lower cost, reduce risk, and improve quality of complex embedded systems. Given appropriate…

软件工程 · 计算机科学 2015-11-18 Andreas Katis , Andrew Gacek , Michael W. Whalen

Generative models can unintentionally memorize training data, posing significant privacy risks. This paper addresses the memorization phenomenon in time series imputation models, introducing the Loss-Based with Reference Model (LBRM)…

机器学习 · 计算机科学 2025-05-07 Faiz Taleb , Ivan Gazeau , Maryline Laurent

This work presents a safe control design approach that integrates the disturbance observer (DOB) and the control barrier function (CBF) for systems with external disturbances. Different from existing robust CBF results that consider the…

系统与控制 · 电气工程与系统科学 2023-07-06 Yujie Wang , Xiangru Xu

Reliable simulations are critical for analyzing and understanding complex systems, but their accuracy depends on correct input data. Incorrect inputs such as invalid or out-of-range values, missing data, and format inconsistencies can cause…

分布式、并行与集群计算 · 计算机科学 2024-09-10 Rumyana Neykova , Derek Groen

Numerous open-source and commercial malware detectors are available. However, their efficacy is threatened by new adversarial attacks, whereby malware attempts to evade detection, e.g., by performing feature-space manipulation. In this…

密码学与安全 · 计算机科学 2023-11-29 Ruoxi Sun , Minhui Xue , Gareth Tyson , Tian Dong , Shaofeng Li , Shuo Wang , Haojin Zhu , Seyit Camtepe , Surya Nepal

Design and operation of complex engineering systems rely on reliability optimization. Such optimization requires us to account for uncertainties expressed in terms of compli-cated, high-dimensional probability distributions, for which only…

最优化与控制 · 数学 2021-09-22 Ji-Eun Byun , Johannes O. Royset

Long-running LLM agents require persistent memory to preserve state across interactions, yet most deployed systems manage memory with age-based retention (e.g., TTL). While TTL bounds item lifetime, it does not bound the computational…

分布式、并行与集群计算 · 计算机科学 2026-03-06 Emmanuel Bamidele

Reinforcement Learning from Verifiable Rewards (RLVR) has emerged as a powerful paradigm for enhancing Large Language Models (LLMs), exemplified by the success of OpenAI's o-series. In RLVR, rewards are derived from verifiable signals-such…

The increasing complexity of autonomous systems has driven a shift to integrated heterogeneous SoCs with real-time and safety demands. Ensuring deterministic WCETs and low-latency for critical tasks requires minimizing interference on…

硬件体系结构 · 计算机科学 2025-04-09 Christopher Reinwardt , Robert Balas , Alessandro Ottaviano , Angelo Garofalo , Luca Benini