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• A spaced matrix product operator (SMPO) is developed that provides sensitivity to a number beyond the Standard Model benchmarks.method 90%
• The developed SMPO can be implemented in field programmable gate array (FPGA) hardware with resources and latency consistent with trigger deployment.technical 90%
• A cascaded SMPO (CSMPO) architecture is introduced as a variation that offers greater flexibility and efficiency for edge applications in resource-constrained environments.method 90%
• Both traditional SMPO and CSMPO implementations can meet the performance and resource/latency requirements expected at future collider trigger systems.result 90%
• SMPOs are suitable for anomaly detection because they perform dimensionality reduction from an N-site MPS to an M-site MPS (M < N).method 85%
• The optimal bond dimension for the anomaly detection task was found to be 4, and the optimal output physical dimension (po) was found to be 3.result 80%
• The cascaded structure of CSMPO imposes a factorization constraint on effective weight tensors, meaning not all single-layer SMPOs can be decomposed into a cascade at reduced bond dimension.technical 85%
• A spaced matrix product operator (SMPO) is developed that provides sensitivity to a number beyond the Standard Model benchmarks.method 90%
• The developed SMPO can be implemented in field programmable gate array (FPGA) hardware with resources and latency consistent with trigger deployment.technical 90%
• A cascaded SMPO (CSMPO) architecture is introduced as a variation that offers greater flexibility and efficiency for edge applications in resource-constrained environments.method 90%
• Both traditional SMPO and CSMPO implementations can meet the performance and resource/latency requirements expected at future collider trigger systems.result 90%
• SMPOs are suitable for anomaly detection because they perform dimensionality reduction from an N-site MPS to an M-site MPS (M < N).method 85%

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