# Jet Substructure Classification on HLF JSC CERN Box Source: [Jet Substructure Classification on HLF JSC CERN Box]() Collection index: [llms.txt]() Data updated: 2026-03-30T08:00:49.609Z Evaluation of Jet Substructure Classification performance on the HLF JSC CERN Box dataset, reporting classification accuracy alongside hardware utilization and timing metrics (DSP, LUT, FF, Latency, Fmax). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Jet Substructure Classification | | Dataset (including any stated split) | HLF JSC CERN Box | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. - [DSP Count](): Lower is better; unit: SCALAR. - [LUT Count](): Lower is better; unit: SCALAR. - [FF Count](): Lower is better; unit: SCALAR. - [Latency (cycles)](): Lower is better; unit: TIME. - [Fmax (MHz)](): Higher is better; unit: SCALAR. - [II (cycles)](): Lower is better; unit: TIME. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | PQuantML | 74.8 | Not recorded | 69ca03a90636e5bf4afc94b9 | | PQuantML | 74.8 | Not recorded | 69ca03a90636e5bf4afc94b9 | | PQuantML | 74.55 | Not recorded | 69ca03a90636e5bf4afc94b9 | | QKeras (NMI’21) | 72.3 | Not recorded | 69ca03a90636e5bf4afc94b9 | ### PQuantML Accuracy: 74.8. Result ID: 69ca2d9547f34ce924b2a42e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Strategy":"DST","Quantization Granularity":"per-tensor","Implementation Framework":"hls4ml"}. This record does not assert independent reproduction. ### PQuantML Accuracy: 74.8. Result ID: 69ca2d9547f34ce924b2a42f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Strategy":"DST","Quantization Granularity":"per-weight","Implementation Framework":"hls4ml"}. This record does not assert independent reproduction. ### PQuantML Accuracy: 74.55. Result ID: 69ca2d9547f34ce924b2a42d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pruning Strategy":"PDP","Quantization Granularity":"per-tensor","Implementation Framework":"hls4ml"}. This record does not assert independent reproduction. ### QKeras (NMI’21) Accuracy: 72.3. Result ID: 69ca2d9547f34ce924b2a430. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Implementation Framework":"hls4ml"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.