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View article: Learning Unified System Representations for Microservice Tail Latency Prediction
Learning Unified System Representations for Microservice Tail Latency Prediction Open
Microservice architectures have become the de facto standard for building scalable cloud-native applications, yet their distributed nature introduces significant challenges in performance monitoring and resource management. Traditional app…
View article: SegQuant: A Semantics-Aware and Generalizable Quantization Framework for Diffusion Models
SegQuant: A Semantics-Aware and Generalizable Quantization Framework for Diffusion Models Open
Diffusion models have demonstrated exceptional generative capabilities but are computationally intensive, posing significant challenges for deployment in resource-constrained or latency-sensitive environments. Quantization offers an effect…
View article: CLMTracing: Black-box User-level Watermarking for Code Language Model Tracing
CLMTracing: Black-box User-level Watermarking for Code Language Model Tracing Open
View article: SecCoder: Towards Generalizable and Robust Secure Code Generation
SecCoder: Towards Generalizable and Robust Secure Code Generation Open
After large models (LMs) have gained widespread acceptance in code-related tasks, their superior generative capacity has greatly promoted the application of the code LM. Nevertheless, the security of the generated code has raised attention…
View article: Cultivating Software Performance in Cloud Computing
Cultivating Software Performance in Cloud Computing Open
There exist multitudes of cloud performance metrics, including workload performance, application placement, software/hardware optimization, scalability, capacity, reliability, agility and so on. In this paper, we consider jointly optimizin…
View article: Java Performance Mysteries
Java Performance Mysteries Open
\nWhile assessing software performance quality in the cloud, we noticed some significant performance variation of several Java applications. At a first glance, they looked like mysteries. To isolate the variation due to cloud, system and s…
View article: Brewing Analytics Quality for Cloud Performance
Brewing Analytics Quality for Cloud Performance Open
Cloud computing has become increasingly popular. Many options of cloud deployments are available. Testing cloud performance would enable us to choose a cloud deployment based on the requirements. In this paper, we present an innovative pro…