2025 · arXiv / CoRR
François Belias, Naser Ezzati-Jivan, Foutse Khomh
DEBA is an architecture-aware adaptive batch scheduler that uses training-stability signals to decide when and how to change batch size.
Keywords: DEBA · adaptive batch size · gradient variance · training speedup · ResNet
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2023 · 2023 IEEE International Conference on Software Engineering and Research (SERA)
Mohammed Adib Khan, Naser Ezzati-Jivan
The paper presents a multi-level adaptive tracing workflow that uses lightweight stress detection and performance evidence to change the application/kernel instrumentation scope during an investigation.
Keywords: adaptive execution tracing · time-series trends · multi-level tracing · kernel tracing · performance analysis
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