Pith Number

pith:PDQJ4XF5

pith:2020:PDQJ4XF5OSFP6RUBVUBTMAFKPV

not attested not anchored not stored refs pending

A Performance-Explainability Framework to Benchmark Machine Learning Methods: Application to Multivariate Time Series Classifiers

\'Elisa Fromont, Kevin Fauvel, V\'eronique Masson

arxiv:2005.14501 v6 · 2020-05-29 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{PDQJ4XF5OSFP6RUBVUBTMAFKPV}

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Record completeness

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Interpretable deep convolutional model for nonlinear multivariate time series in complex systems

Receipt and verification

First computed	2026-07-05T03:33:18.548104Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78e09e5cbd748aff4681ad033600aa7d60e7289040525bea589e9269b6d267b6

Aliases

arxiv: 2005.14501 · arxiv_version: 2005.14501v6 · doi: 10.48550/arxiv.2005.14501 · pith_short_12: PDQJ4XF5OSFP · pith_short_16: PDQJ4XF5OSFP6RUB · pith_short_8: PDQJ4XF5

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/PDQJ4XF5OSFP6RUBVUBTMAFKPV \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 78e09e5cbd748aff4681ad033600aa7d60e7289040525bea589e9269b6d267b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d49d0ec627dba58ea8a7391f00e12e97911f72f44c5870de32affbf68dc4402",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-05-29T11:08:31Z",
    "title_canon_sha256": "c5e1d8e0fbcbc794b3442f15202283ba015e783719a1c28bf7798d8e7ff7ce1f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.14501",
    "kind": "arxiv",
    "version": 6
  }
}