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Demonstration of ML Integration in EICrecon #1340
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TDR:CalorimetryRelevant to calorimetry TDR wants/needsRelevant to calorimetry TDR wants/needshelp wantedExtra attention is neededExtra attention is neededtopic: AI/MLIssues pertinent to AI and machine learningIssues pertinent to AI and machine learningtopic: documentationImprovements or additions to documentationImprovements or additions to documentationtopic: reconstruction
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TDR:CalorimetryRelevant to calorimetry TDR wants/needsRelevant to calorimetry TDR wants/needshelp wantedExtra attention is neededExtra attention is neededtopic: AI/MLIssues pertinent to AI and machine learningIssues pertinent to AI and machine learningtopic: documentationImprovements or additions to documentationImprovements or additions to documentationtopic: reconstruction
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As of eic/containers#9 , TMVA::SOFIE is now included as part of eic-shell for ONNX support. However, as of the submitting of this issue, there are no examples in EICrecon/main demonstrating how to use this functionality.
Describe the solution you'd like
There have been several standalone studies of ePIC simulations which utilized ML in some capacity (e.g see the ePIC AI/ML Town Hall or AI4EIC 2023), including many which would be good additions to our suite of reconstruction algorithms.
Additional Context
Support for ONNX/examples of how to use this in EICrecon was identified as one of the TDR wants from the calorimetry side.