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Automatic root cause analysis via large language models for cloud incidents
Ensuring the reliability and availability of cloud services necessitates efficient root cause
analysis (RCA) for cloud incidents. Traditional RCA methods, which rely on manual …
analysis (RCA) for cloud incidents. Traditional RCA methods, which rely on manual …
Auto: Scaling deep reinforcement learning for datacenter-scale automatic traffic optimization
Traffic optimizations (TO, eg flow scheduling, load balancing) in datacenters are difficult
online decision-making problems. Previously, they are done with heuristics relying on …
online decision-making problems. Previously, they are done with heuristics relying on …
Language-directed hardware design for network performance monitoring
Network performance monitoring today is restricted by existing switch support for
measurement, forcing operators to rely heavily on endpoints with poor visibility into the …
measurement, forcing operators to rely heavily on endpoints with poor visibility into the …
A survey on big data for network traffic monitoring and analysis
Network Traffic Monitoring and Analysis (NTMA) represents a key component for network
management, especially to guarantee the correct operation of large-scale networks such as …
management, especially to guarantee the correct operation of large-scale networks such as …
Flow event telemetry on programmable data plane
Network performance anomalies (NPAs), eg long-tailed latency, bandwidth decline, etc., are
increasingly crucial to cloud providers as applications are getting more sensitive to …
increasingly crucial to cloud providers as applications are getting more sensitive to …
Next-generation data center network enabled by machine learning: Review, challenges, and opportunities
Data center network (DCN) is the backbone of many emerging applications from smart
connected homes to smart traffic control and is continuously evolving to meet the diverse …
connected homes to smart traffic control and is continuously evolving to meet the diverse …
Diagnosing root causes of intermittent slow queries in cloud databases
With the growing market of cloud databases, careful detection and elimination of slow
queries are of great importance to service stability. Previous studies focus on optimizing the …
queries are of great importance to service stability. Previous studies focus on optimizing the …
From luna to solar: the evolutions of the compute-to-storage networks in alibaba cloud
This paper presents the two generations of storage network stacks that reduced the average
I/O latency of Alibaba Cloud's EBS service by 72% in the last five years: Luna, a user-space …
I/O latency of Alibaba Cloud's EBS service by 72% in the last five years: Luna, a user-space …
{NetBouncer}: Active device and link failure localization in data center networks
The availability of data center services is jeopardized by various network incidents. One of
the biggest challenges for network incident handling is to accurately localize the failures …
the biggest challenges for network incident handling is to accurately localize the failures …
pforest: In-network inference with random forests
When classifying network traffic, a key challenge is deciding when to perform the
classification, ie, after how many packets. Too early, and the decision basis is too thin to …
classification, ie, after how many packets. Too early, and the decision basis is too thin to …