Static Metrics Are Insufficient: Predicting Java Method Energy Usage with Execution Time
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 has the potential to significantly reduce the overall energy usage of a software system, as it allows developers to make informed design and refactoring decisions before inefficiencies propagate. However, assessing energy usage without repeated profiling and direct measurement is difficult, which limits early reasoning in practice. This study investigates the limits of method-level energy prediction in Java, examinin
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Paper → model → repo connections mined from source citations (Tier-1 exact match).
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Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- PossiblePossibly related (embedding) · 52%cqfn/aibolit →
- LinkedLinked via arxiv author · 85%Muhammad Imran →
“Static Metrics Are Insufficient: Predicting Java Method Energy Usage with Execution Time”
- LinkedLinked via arxiv author · 85%Vincenzo Stoico →
“Static Metrics Are Insufficient: Predicting Java Method Energy Usage with Execution Time”
- LinkedLinked via arxiv author · 85%Ivano Malavolta →
“Static Metrics Are Insufficient: Predicting Java Method Energy Usage with Execution Time”