12 citations · 25 across the 13 of their papers we have counts for
8 papers · 1 filter
Attention to Detail: Evaluating Energy, Performance, and Accuracy Trade-offs Across vLLM Configurations
Nada Zine, Tristan Coignion, Vincenzo Stoico +4
Large Language Models are reshaping how software is developed and maintained. They are typically deployed in production using inference engines such as vLLM, which can efficiently…
Toward Energy-Efficient and Low-Power Arrhythmia Detection for Wearable Devices
Floriaan Bulten, Yawar Rasheed, Arlene John +2
Cardiovascular diseases are the leading cause of death worldwide, and conditions such as arrhythmia often require long-term monitoring for effective detection and diagnosis. Howeve…
Static Metrics Are Insufficient: Predicting Java Method Energy Usage with Execution Time
Muhammad Imran, Vincenzo Stoico, Ivano Malavolta
The increasing energy demand of software systems is raising concerns about their environmental impact and associated costs. Reasoning on energy usage early in the development flow…
What Is the Cost of Energy Monitoring? An Empirical Study on the Overhead of RAPL-Based Tools
Jeremy Diamond, Vincenzo Stoico
The Running Average Power Limit (RAPL) interface is widely used to estimate software energy consumption via CPU and DRAM counters, but tool design differences and high-frequency po…
Toward an Architectural Blueprint to Observe Sustainability in and by Software Systems
Klervie Toczé, Andrei Dragomir, Vincenzo Stoico +1
Enabling observability in software systems brings many benefits. It can, for example, ease the identification of issues or the implementation of improvements. It is especially crit…
An Empirical Study on How Architectural Topology Affects Microservice Performance and Energy Usage
Irena Ristova, Vincenzo Stoico
Microservice architectures form the backbone of modern software systems for their scalability, resilience, and maintainability, but their rise in cloud-native environments raises e…
Performance Antipatterns: Angel or Devil for Power Consumption?
Alessandro Aneggi, Vincenzo Stoico, Andrea Janes
Performance antipatterns are known to degrade the responsiveness of microservice-based systems, but their impact on energy consumption remains largely unexplored. This paper empiri…
Green LLM Techniques in Action: How Effective Are Existing Techniques for Improving the Energy Efficiency of LLM-Based Applications in Industry?
Pelin Rabia Kuran, Rumbidzai Chitakunye, Vincenzo Stoico +2
The rapid adoption of large language models (LLMs) has raised concerns about their substantial energy consumption, especially when deployed at industry scale. While several techniq…