Invention Publication
- Patent Title: PACKING MACHINE LEARNING MODELS USING PRUNING AND PERMUTATION
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Application No.: US17857593Application Date: 2022-07-05
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Publication No.: US20240013050A1Publication Date: 2024-01-11
- Inventor: Subhankar PAL , Alper BUYUKTOSUNOGLU , Ehud AHARONI , Nir DRUCKER , Omri SOCEANU , Hayim SHAUL , Kanthi SARPATWAR , Roman VACULIN , Moran BARUCH , Pradip BOSE
- Applicant: International Business Machines Corporation
- Applicant Address: US NY Armonk
- Assignee: International Business Machines Corporation
- Current Assignee: International Business Machines Corporation
- Current Assignee Address: US NY Armonk
- Main IPC: G06N3/08
- IPC: G06N3/08 ; G06N3/063 ; H04L9/00
Abstract:
An example system includes a processor to prune a machine learning model based on an importance of neurons or weights. The processor is to further permute and pack remaining neurons or weights of the pruned machine learning model to reduce an amount of ciphertext computation under a selected constraint.
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