Jet Substructure Classification on HLF JSC CERN Box
74.8AccuracyPQuantML
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PQuantMLPruning Strategy=DST, Quantization Granularity=per-tensor, Implementation Framework=hls4ml2026.03 | 74.8 | 155 | 5,862 | 4,159 | 10 | 237.5 | 1 | |
| PQuantMLPruning Strategy=DST, Quantization Granularity=per-weight, Implementation Framework=hls4ml2026.03 | 74.8 | 142 | 3,515 | 2,953 | 10 | 222.2 | 1 | |
| PQuantMLPruning Strategy=PDP, Quantization Granularity=per-tensor, Implementation Framework=hls4ml2026.03 | 74.55 | 139 | 6,111 | 4,511 | 10 | 212.9 | 1 | |
| QKeras (NMI’21)Implementation Framework=hls4ml2026.03 | 72.3 | 66 | 9,149 | 1,781 | 11 | 200 | 1 |