Evidaxis
Dated record

hls4ml

repo · fastmachinelearning/hls4ml · paper: not linked · as of

Niche: not yet assigned.

4.1 commits per week averaged over the trailing window. No paper is linked in OpenAlex. Dependents: no reading captured in the partition. 2,200 GitHub stars, recorded, not scored. Measured for hls4ml as of 2026-11-07; sources: GitHub, OpenAlex and deps.dev where linked.

commits/wk 4.1 averaged, trailing window last commit week 2026-11-01 measured · GitHub ·
citations no paper linked all years, indexed to date no reading · OpenAlex ·
direct dependents not captured this week weekly axis input; partition 2026-11-07 no reading · deps.dev snapshot ·
stars 2,200 recorded, not scored measured · GitHub ·

Is hls4ml still maintained?

4.1 commits per week averaged over the trailing window.

GitHub averaged 4.1 per week over the trailing window; raw weekly counts below are individual weeks.

Last commit week 2026-11-01.

Commits in the latest captured week vs 4 weeks earlier: -1 · vs 26 weeks earlier: 1 · 52-week range: 0 to 12 commits in an individual week.

line chart: hls4ml, weekly commits, 1 in latest week, 2025-11-09 to 2026-11-01
hls4ml averaged 4.1 commits a week. GitHub commit_activity · .
Latest eight weeks
Week startingCommits
2026-09-134
2026-09-208
2026-09-277
2026-10-042
2026-10-1112
2026-10-183
2026-10-253
2026-11-011
heatmap chart: hls4ml, weeks with commits, 23 of 26, 2026-05-10 to 2026-11-01
23 of the last 26 captured weeks had commits for hls4ml. GitHub commit_activity · .
All 52 weeks
Weekly commits
Week startingCommits
2025-11-092
2025-11-161
2025-11-230
2025-11-304
2025-12-071
2025-12-143
2025-12-210
2025-12-280
2026-01-041
2026-01-116
2026-01-185
2026-01-255
2026-02-013
2026-02-084
2026-02-151
2026-02-222
2026-03-012
2026-03-081
2026-03-155
2026-03-222
2026-03-291
2026-04-051
2026-04-121
2026-04-191
2026-04-260
2026-05-030
2026-05-100
2026-05-171
2026-05-240
2026-05-312
2026-06-073
2026-06-143
2026-06-212
2026-06-281
2026-07-051
2026-07-120
2026-07-192
2026-07-263
2026-08-024
2026-08-095
2026-08-163
2026-08-233
2026-08-301
2026-09-062
2026-09-134
2026-09-208
2026-09-277
2026-10-042
2026-10-1112
2026-10-183
2026-10-253
2026-11-011

GitHub commit_activity · period 2025-11-09 to 2026-11-01 · n = 52 weeks · method weekly totals; reconstructed dates · updated · version 868e3c39d9c7-b1 · CSV

Readings

Recorded values and sources
ReadingValueΔ 4 weeksΔ 26 weeks52-week rangeInstrumentDateReproducePrevious reading
Commits per week4.10.42.71 to 4.5GitHub, trailing 12 weeks2026-11-07Public query4.3
Citing worksno readingno readingno readingno readingOpenAlex, all years2026-11-07Public queryno reading
Weekly direct dependentsno readingno readingno readingno readingWeekly direct dependents2026-11-07Public queryno reading
Daily package dependents (unscored)no readingno readingno readingno readingdeps.dev REST, unscorednot capturedPublic queryno reading
Stars2,20017no reading2,165 to 2,200GitHub stars, unscored2026-11-07Public query2,196

Evidaxis snapshot · period 2026-11-07 · n = 1 system · method source linked readings · updated · version 868e3c39d9c7-b1

How to cite hls4ml's record?

Evidaxis. hls4ml measurement record. Snapshot 2026-11-07. urn:evidaxis:claim:e_66VP32RTZZJ:m5:2026-11-07. CC0-1.0. https://evidaxis.org/e/e_66VP32RTZZJ/

Evidaxis · period 2026-11-07 · n = 1 system · method claim URN · updated · version 868e3c39d9c7-b1

What changed since the last snapshot?

2 published readings changed between snapshots d1eb0cec0f6a and 868e3c39d9c7.

slope chart: hls4ml, changed published values, 2, 2026-10-31 to 2026-11-07
2 published values changed for hls4ml since 2026-10-31. Evidaxis snapshots · .
Snapshot values
MetricPreviousCurrentDelta
Commits per week4.34.1-0.2
Citing worksno readingno readingno reading
Weekly direct dependentsno readingno readingno reading
Stars2,1962,2004

Evidaxis snapshots · period 2026-10-31 to 2026-11-07 · n = 7 partitions · method paired snapshot values · updated · version 868e3c39d9c7-b1 · History CSV

Take the data or follow changes

Values and captured history are available under CC0-1.0. The system feed records changes to published numbers.

Evidaxis · period 2026-11-07 · n = 1 system · method CC0-1.0 open export · updated · version 868e3c39d9c7-b1

For teams tracking many systems

Use the cohort CSV, snapshot archive and membership manifest to reproduce observations across systems.

Cohort CSV · Snapshot archive · Membership manifest

Paper and links

Source records identify the system, repository and linked works; no paper authors are published.

What is not measured for hls4ml, and why

Missing readings describe instrument coverage. A missing value is not a measured zero.

Unmeasured slots
ReadingReason
Citing worksnot linked
Weekly direct dependentsno partition
Daily package dependents (unscored)no reading captured

Dependents: no reading captured in the partition.

Gate ETA: never published; Evidaxis makes no public actionable prediction.

Dependents ecosystem composition: no reading; this field is not present in the snapshot.

Evidaxis · period 2026-11-07 · n = 1 system · method measurement coverage · updated · version 868e3c39d9c7-b1

Measurement detail

Gate, gauges, percentile, derived signals and snapshot receipt

History: 7 weekly observations; minimum 4. Axis coverage: 1 of 3 axes measurable. Gate: not computable - 1 of 3 axes measurable

Gate: not computable - 1 of 3 axes measurable

hls4ml

repo
Unassigned (AI-v1 census) · n = 6545 · fastmachinelearning/hls4ml
1 of 3 axes measurable · conf low
convergence gate
Convergence gate: Gate: not computable - 1 of 3 axes measurable Development velocity: measured × Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): not measurable ∅
gate
0 of 3 axes

Gate: not computable - 1 of 3 axes measurable

· Evidaxis snapshot · 2026-11-07
Gate: not computable - 1 of 3 axes measurable
position in cohort distribution one of 6545 in cohort
percentile 88 within cohort p25 p50 p75 p0 p100
percentile
p88
· Evidaxis snapshot · 2026-11-07
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z+2.87 within cohort, log-slope +0.045/wk.0+2.87
velocity z
+2.87 σ
slope
+0.045/wk
· Evidaxis snapshot · 2026-11-07
log-slope +0.045/wk
citation z Citation source: not measured.
direct-dependents z Direct-dependents axis: minimum of 14 usable points of the new quantity and 5 latest dependents not met.
cohort
6545
systems measured
weekly commits
4.1
Development velocity axis: measured.
total citations
no reading
Citation source: not measured.
momentum
85.9
percentile p88
commit heatmap, last 26 weeks4.1/wk
weekly commits, 26 weeks26 weeks of commits, peak 12 in a week, 23 active weeks, 76 total.week 1: 0 commitsweek 2: 1 commitsweek 3: 0 commitsweek 4: 2 commitsweek 5: 3 commitsweek 6: 3 commitsweek 7: 2 commitsweek 8: 1 commitsweek 9: 1 commitsweek 10: 0 commitsweek 11: 2 commitsweek 12: 3 commitsweek 13: 4 commitsweek 14: 5 commitsweek 15: 3 commitsweek 16: 3 commitsweek 17: 1 commitsweek 18: 2 commitsweek 19: 4 commitsweek 20: 8 commitsweek 21: 7 commitsweek 22: 2 commitsweek 23: 12 commitsweek 24: 3 commitsweek 25: 3 commitsweek 26: 1 commits
weeks
26
peak/wk
12
active
23
total
76
· Evidaxis snapshot · 2026-11-07
citations by yearCitation source: not measured.
recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio +0.85, regime recent slope below prior window. prior slope -0.003, recent slope -0.003 per week. -0.003prior 39w-0.003recent 13w+0.85×
swing
+0.85×
regime
recent slope below prior window
windows
13w vs 39w
snapshot 1 of 1 · · m5
commit-axis Sharpe log-linear slope over residual std, value +0.018 with 95% CI -0.009 to +0.045, 50 degrees of freedom. CI spans zero.0+0.01895% CI -0.009, +0.045-0.009+0.045
sharpe
+0.018
95% ci
-0.009, +0.045
dof
50
snapshot 1 of 1 · · m5
commit changepoint52 weekly commit points. Changepoint at week 49 (2026-10-17), slope change -3.331 commits per week.2026-10-17
date
week
49 of 52
Δslope
-3.331/wk
snapshot 1 of 1 · · m5
code-leads-citation lag reserved

reserved: citation series too short / axis absent for cross-correlation

status
reserved
value
insufficient data
snapshot 1 of 1 · · m5
axis alpha vs cohort reserved

reserved: cohort N too small for regression (power ~0)

status
reserved
value
insufficient data
snapshot 1 of 1 · · m5
methodology gate snapshot 1 of 1 · · m5
commit weeks
52
citation years
0
shipped
3
reserved
3

shipped

  • recency-swing
  • commit-sharpe
  • commit-changepoint

reserved

  • code-leads-citation-lag
  • axis-alpha
  • gate-eta
snapshot 7 of 7 · · m5

Direct-dependents momentum (deps.dev)

Direct-dependents axis: minimum of 14 usable points of the new quantity and 5 latest dependents not met.

Coverage state
below_floor
Cohort z
no axis
OLS slope
no reading
Theil-Sen slope
no reading
Latest direct dependents
no reading
Confirmed-clean points
0
Reconstructed history points
no reading
As-of partition
no reading
Fragility veto
no reading
Rising vote
no

Source: deps.dev (Google), CC-BY 4.0. Modified: aggregated to system-level counts and momentum scores.

Axis definition · Snapshot axis correlations

Evidaxis · period 2026-11-07 · n = 1 system · method measurement detail · updated · version 868e3c39d9c7-b1 · record JSON · snapshot receipt