B. Stanislaus
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View article: AthenaTriton: A tool for running machine learning inference as a service in Athena
AthenaTriton: A tool for running machine learning inference as a service in Athena Open
Machine learning (ML)-based algorithms play increasingly important roles in almost all aspects of the data analyses in ATLAS, including detector simulations, event reconstructions, and data analyses. These diverse ML models are being deplo…
View article: The Future of Scheduling in Athena on HPCs
The Future of Scheduling in Athena on HPCs Open
The large increase in luminosity expected from Run 4 of the LHC presents the ATLAS experiment with a new scale of computing challenge, and we can no longer restrict our computing to CPUs in a High Throughput Computing paradigm. We must mak…
View article: Towards a distributed heterogeneous task scheduler for the ATLAS offline software framework
Towards a distributed heterogeneous task scheduler for the ATLAS offline software framework Open
With the increased data volumes expected to be delivered by the HLLHC, it becomes critical for the ATLAS experiment to maximize the utilization of available computing resources ranging from conventional GRID clusters to supercomputers and …
View article: Higgs self-coupling measurements using deep learning and jet substructure in the $b\bar{b}b\bar{b}$ final state
Higgs self-coupling measurements using deep learning and jet substructure in the $b\bar{b}b\bar{b}$ final state Open
Measuring the Higgs trilinear self-coupling $\lambda_{hhh}$ is experimentally demanding but fundamental for understanding the shape of the Higgs potential. We present a comprehensive analysis strategy for the HL-LHC using di-Higgs events i…
View article: Searching for Beyond the Standard Model resonances in the HH → bbbb final state using the ATLAS detector
Searching for Beyond the Standard Model resonances in the HH → bbbb final state using the ATLAS detector Open
An ATLAS analysis searching for Beyond the Standard Model resonances, X, that\nare produced and decay through the pp → X → HH → bb̄bb̄ process is presented.\nThese events are studied in the phase space region where the four b-quarks produce\…
View article: Higgs self-coupling measurements using deep learning in the $ b\overline{b}b\overline{b} $ final state
Higgs self-coupling measurements using deep learning in the $ b\overline{b}b\overline{b} $ final state Open
Measuring the Higgs trilinear self-coupling λ$_{hhh}$ is experimentally demanding but fundamental for understanding the shape of the Higgs potential. We present a comprehensive analysis strategy for the HL-LHC using di-Higgs events in the …