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Vehicle Routing Problems (VRP) are an extension of the Traveling Salesperson Problem and are a fundamental NP-hard challenge in combinatorial optimization. Solving VRP in real-time at large scale has become critical in numerous…

机器学习 · 计算机科学 2025-09-23 Ido Greenberg , Piotr Sielski , Hugo Linsenmaier , Rajesh Gandham , Shie Mannor , Alex Fender , Gal Chechik , Eli Meirom

We introduce Loki, an open-source tool designed to address the growing problem of misinformation. Loki adopts a human-centered approach, striking a balance between the quality of fact-checking and the cost of human involvement. It…

计算与语言 · 计算机科学 2024-10-03 Haonan Li , Xudong Han , Hao Wang , Yuxia Wang , Minghan Wang , Rui Xing , Yilin Geng , Zenan Zhai , Preslav Nakov , Timothy Baldwin

Google's Vision API analyses images and provides a variety of output predictions, one such type is context-based labelling. In this paper, it is shown that adversarial examples that cause incorrect label prediction and spoofing can be…

计算机视觉与模式识别 · 计算机科学 2019-11-19 Aman Apte , Aritra Bandyopadhyay , K Akhilesh Shenoy , Jason Peter Andrews , Aditya Rathod , Manish Agnihotri , Aditya Jajodia

Although link prediction on graphs has achieved great success with the development of graph neural networks (GNNs), the potential robustness under the edge noise is still less investigated. To close this gap, we first conduct an empirical…

机器学习 · 计算机科学 2023-11-03 Zhanke Zhou , Jiangchao Yao , Jiaxu Liu , Xiawei Guo , Quanming Yao , Li He , Liang Wang , Bo Zheng , Bo Han

BGP is the de facto inter-domain routing protocol to ensure global connectivity of the Internet. However, various reasons, such as deliberate attacks or misconfigurations, could cause BGP routing anomalies. Traditional methods for BGP…

网络与互联网体系结构 · 计算机科学 2024-02-27 Yihao Chen , Qilei Yin , Qi Li , Zhuotao Liu , Ke Xu , Yi Xu , Mingwei Xu , Ziqian Liu , Jianping Wu

LLM agents are governed by long-lived natural-language prompt policies, but individually reasonable standing rules can interact in uninspected ways. We study live intra-policy rule-conflict diagnosis: finding rule pairs inside a single…

人工智能 · 计算机科学 2026-05-28 Lu Yan , Xuan Chen , Xiangyu Zhang

Road traffic accidents pose a significant global public health concern, leading to injuries, fatalities, and vehicle damage. Approximately 1,3 million people lose their lives daily due to traffic accidents [World Health Organization, 2022].…

计算机视觉与模式识别 · 计算机科学 2023-11-29 Dila Dede , Mehmet Ali Sarsıl , Ata Shaker , Olgu Altıntaş , Onur Ergen

As Large Language Models (LLMs) become more powerful and autonomous, they increasingly face conflicts and dilemmas in many scenarios. We first summarize and taxonomize these diverse conflicts. Then, we model the LLM's preferences to make…

人工智能 · 计算机科学 2026-03-17 Zhenheng Tang , Xiang Liu , Qian Wang , Eunsol Choi , Bo Li , Xiaowen Chu

Detecting anomalous trajectories in decentralized crypto networks is fundamentally challenged by extreme label scarcity and the adaptive evasion strategies of illicit actors. While Graph Neural Networks (GNNs) effectively capture local…

机器学习 · 计算机科学 2026-01-21 Gyuyeon Na , Minjung Park , Soyoun Kim , Jungbin Shin , Sangmi Chai

This paper concerns the problem of the absence of ingress filtering at the network edge, one of the main causes of important network security issues. Numerous network operators do not deploy the best current practice - Source Address…

网络与互联网体系结构 · 计算机科学 2020-03-31 Maciej Korczyński , Yevheniya Nosyk , Qasim Lone , Marcin Skwarek , Baptiste Jonglez , Andrzej Duda

Online linear programming (OLP) has gained significant attention from both researchers and practitioners due to its extensive applications, such as online auction, network revenue management, order fulfillment and advertising. Existing OLP…

数据结构与算法 · 计算机科学 2025-11-18 Guokai Li , Zizhuo Wang , Jingwei Zhang

Collaborative predictive blacklisting (CPB) allows to forecast future attack sources based on logs and alerts contributed by multiple organizations. Unfortunately, however, research on CPB has only focused on increasing the number of…

密码学与安全 · 计算机科学 2018-10-08 Luca Melis , Apostolos Pyrgelis , Emiliano De Cristofaro

The proliferation of misinformation and propaganda is a global challenge, with profound effects during major crises such as the COVID-19 pandemic and the Russian invasion of Ukraine. Understanding the spread of misinformation and its social…

社会与信息网络 · 计算机科学 2023-07-26 Mayana Pereira , Kevin Greene , Nilima Pisharody , Rahul Dodhia , Jacob N. Shapiro , Juan Lavista

Retrieval Augmented Generation (RAG) is a commonly used approach for enhancing large language models (LLMs) with relevant and up-to-date information. However, the retrieved sources can often contain conflicting information and it remains…

计算与语言 · 计算机科学 2025-06-17 Arie Cattan , Alon Jacovi , Ori Ram , Jonathan Herzig , Roee Aharoni , Sasha Goldshtein , Eran Ofek , Idan Szpektor , Avi Caciularu

With the increasing scale of communication networks, the likelihood of failures grows as well. Since these networks form a critical backbone of our digital society, it is important that they rely on robust routing algorithms which ensure…

分布式、并行与集群计算 · 计算机科学 2021-12-01 Christoph Lenzen , Moti Medina , Mehrdad Saberi , Stefan Schmid

LLMs are widely used in knowledge-intensive tasks where the same fact may be revised multiple times within context. Unlike prior work focusing on one-shot updates or single conflicts, multi-update scenarios contain multiple historically…

计算与语言 · 计算机科学 2026-03-16 Boyu Qiao , Sean Guo , Xian Yang , Kun Li , Wei Zhou , Songlin Hu , Yunya Song

This article investigates the core mechanisms of indirect data-driven control for unknown systems, focusing on the application of policy iteration (PI) within the context of the linear quadratic regulator (LQR) optimal control problem.…

系统与控制 · 电气工程与系统科学 2025-04-14 Bowen Song , Andrea Iannelli

The increasing deployment of Artificial Intelligence (AI) and other autonomous algorithmic systems presents the world with new systemic risks. While focus often lies on the function of individual algorithms, a critical and underestimated…

计算机与社会 · 计算机科学 2026-02-24 Maurice Chiodo , Dennis Müller

Multiple-vantage-point domain control validation (multiVA) is an emerging defense for mitigating BGP hijacking attacks against certificate authorities. While the adoption of multiVA is on the rise, little work has quantified its…

密码学与安全 · 计算机科学 2023-02-21 Grace Cimaszewski , Henry Birge-Lee , Liang Wang , Jennifer Rexford , Prateek Mittal

The Internet of Things (IoT) signifies a revolutionary technological advancement, enhancing various applications through device interconnectivity while introducing significant challenges due to these devices' limited hardware and…

网络与互联网体系结构 · 计算机科学 2025-12-08 Mohammadhossein Homaei