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- research-articleApril 2023
Net-track: Generic Web Tracking Detection Using Packet Metadata
WWW '23: Proceedings of the ACM Web Conference 2023Pages 2230–2240https://doi.org/10.1145/3543507.3583372While third-party trackers breach users’ privacy by compiling large amounts of personal data through web tracking techniques, combating these trackers is still left at the hand of each user. Although network operators may attempt a network-wide ...
- research-articleApril 2023
CMDiagnostor: An Ambiguity-Aware Root Cause Localization Approach Based on Call Metric Data
- Qingyang Yu,
- Changhua Pei,
- Bowen Hao,
- Mingjie Li,
- Zeyan Li,
- Shenglin Zhang,
- Xianglin Lu,
- Rui Wang,
- Jiaqi Li,
- Zhenyu Wu,
- Dan Pei
WWW '23: Proceedings of the ACM Web Conference 2023Pages 2937–2947https://doi.org/10.1145/3543507.3583302The availability of online services is vital as its strong relevance to revenue and user experience. To ensure online services’ availability, quickly localizing the root causes of system failures is crucial. Given the high resource consumption of traces,...
- research-articleApril 2023
Learning Cooperative Oversubscription for Cloud by Chance-Constrained Multi-Agent Reinforcement Learning
- Junjie Sheng,
- Lu Wang,
- Fangkai Yang,
- Bo Qiao,
- Hang Dong,
- Xiangfeng Wang,
- Bo Jin,
- Jun Wang,
- Si Qin,
- Saravan Rajmohan,
- Qingwei Lin,
- Dongmei Zhang
WWW '23: Proceedings of the ACM Web Conference 2023Pages 2927–2936https://doi.org/10.1145/3543507.3583298Oversubscription is a common practice for improving cloud resource utilization. It allows the cloud service provider to sell more resources than the physical limit, assuming not all users would fully utilize the resources simultaneously. However, how to ...
KAE-Informer: A Knowledge Auto-Embedding Informer for Forecasting Long-Term Workloads of Microservices
WWW '23: Proceedings of the ACM Web Conference 2023Pages 1551–1561https://doi.org/10.1145/3543507.3583288Accurately forecasting workloads in terms of throughput that is quantified as queries per second (QPS) is essential for microservices to elastically adjust their resource allocations. However, long-term QPS prediction is challenging in two aspects: 1) ...
Unsupervised Anomaly Detection on Microservice Traces through Graph VAE
WWW '23: Proceedings of the ACM Web Conference 2023Pages 2874–2884https://doi.org/10.1145/3543507.3583215The microservice architecture is widely employed in large Internet systems. For each user request, a few of the microservices are called, and a trace is formed to record the tree-like call dependencies among microservices and the time consumption at ...