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Collaborative inference in next-generation networks can enhance Artificial Intelligence (AI) applications, including autonomous driving, personal identification, and activity classification. This method involves a three-stage process: a)…

信息论 · 计算机科学 2024-06-04 Mohamed Seif , Yuqi Nie , Andrea Goldsmith , Vincent Poor

This paper aims to address distributed optimization problems over directed and time-varying networks, where the global objective function consists of a sum of locally accessible convex objective functions subject to a feasible set…

最优化与控制 · 数学 2020-07-14 Xiuxian Li , Gang Feng , Lihua Xie

This submission has been withdrawn at the request of the author.

离散数学 · 计算机科学 2009-08-25 Raju Renjit. G

This submission has been withdrawn by arXiv administrators because it is intentionally incomplete, which is in violation of our policies.

计算机视觉与模式识别 · 计算机科学 2015-12-08 Cheng-Yang Fu , Alexander C. Berg

This paper investigates the privacy-preserving distributed optimization problem, aiming to protect agents' private information from potential attackers during the optimization process. Gradient tracking, an advanced technique for improving…

机器学习 · 计算机科学 2025-09-24 Furan Xie , Bing Liu , Li Chai

This study concentrates on preserving privacy in a network of agents where each agent seeks to evaluate a general polynomial function over the private values of her immediate neighbors. We provide an algorithm for the exact evaluation of…

密码学与安全 · 计算机科学 2022-06-08 Teimour Hosseinalizadeh , Fatih Turkmen , Nima Monshizadeh

This paper has been withdrawn by the author.

数值分析 · 计算机科学 2015-03-13 Murat Manguoglu

This article has been withdrawn by arXiv administrators because the submitter did not have the legal authority to grant the license applied to the work.

声音 · 计算机科学 2017-06-16 Sucheta Ghosh

Latent Dirichlet Allocation (LDA) is a popular topic modeling technique for discovery of hidden semantic architecture of text datasets, and plays a fundamental role in many machine learning applications. However, like many other machine…

机器学习 · 计算机科学 2019-07-02 Fangyuan Zhao , Xuebin Ren , Shusen Yang , Xinyu Yang

An efficient algorithm is required to extract moving objects (asteroids, satellites, and space debris) from enormous data with advances in observational instruments. We have developed an algorithm, tracee, to swiftly detect points aligned…

天体物理仪器与方法 · 物理学 2022-04-29 Ryou Ohsawa

Mostexistingpersonre-identification(re-id)methods relyon supervised model learning on per-camera-pair manually labelled pairwise training data. This leads to poor scalability in practical re-id deployment due to the lack of exhaustive…

计算机视觉与模式识别 · 计算机科学 2018-09-11 Minxian Li , Xiatian Zhu , Shaogang Gong

We propose perturbed proximal algorithms that can provably escape strict saddles for nonsmooth weakly convex functions. The main results are based on a novel characterization of $\epsilon$-approximate local minimum for nonsmooth functions,…

机器学习 · 计算机科学 2025-07-22 Minhui Huang , Weiming Zhu

To address the problem that traditional network traffic anomaly detection algorithms do not suffi-ciently mine potential features in long time domain, an anomaly detection method based on mul-ti-scale residual features of network traffic is…

网络与互联网体系结构 · 计算机科学 2022-05-10 Xueyuan Duan , Yu Fu , Kun Wang

This version of the paper has been withdrawn due to an error. Please contact one of the authors for an updated copy.

密码学与安全 · 计算机科学 2010-01-18 Octavian Catrina , Amitabh Saxena , Sebastiaan J Hoogh

This submission has been withdrawn by arXiv administrators due to misrepresentation of authorship.

信息论 · 计算机科学 2016-04-07 Tristan Afortiori

There is a technical issue in the analysis that is not easily fixable. We, therefore, withdraw the submission. Sorry for the inconvenience.

人工智能 · 计算机科学 2020-06-30 Sham Kakade , Mengdi Wang , Lin F. Yang

In this work, we propose a differentially private algorithm for publishing matrices aggregated from sparse vectors. These matrices include social network adjacency matrices, user-item interaction matrices in recommendation systems, and…

密码学与安全 · 计算机科学 2025-06-26 Quentin Hillebrand , Vorapong Suppakitpaisarn , Tetsuo Shibuya

The paper has been withdrawn by the author due an error in the proof of Theorem 3.2.

几何拓扑 · 数学 2007-05-23 Francesco Costantino

This version withdrawn by arXiv administrators because the author did not have the right to agree to our license at the time of submission.

数据库 · 计算机科学 2020-05-29 Apoorva Nitsure , Rajesh Bordawekar , Jose Neves

This submission has been withdrawn by arXiv administrators because it is incomplete and thus violates arXiv policy.

统计力学 · 物理学 2009-09-29 Marco Pettini