Pith Number

pith:G6V32APM

pith:2019:G6V32APMPKNQIDRTPDIADZT54N

not attested not anchored not stored refs pending

Quantifying error contributions of computational steps, algorithms and hyperparameter choices in image classification pipelines

Aritra Chowdhury, Bulent Yener, Malik Magdin-Ismail

arxiv:1903.02521 v1 · 2019-02-25 · cs.CV · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{G6V32APMPKNQIDRTPDIADZT54N}

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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

Two-stage Optimization for Machine Learning Workflow

Receipt and verification

First computed	2026-05-17T23:51:55.159845Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

37abbd01ec7a9b040e3378d001e67de37cbc71a43131c5cc96cbe37e7d10d1f2

Aliases

arxiv: 1903.02521 · arxiv_version: 1903.02521v1 · doi: 10.48550/arxiv.1903.02521 · pith_short_12: G6V32APMPKNQ · pith_short_16: G6V32APMPKNQIDRT · pith_short_8: G6V32APM

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/G6V32APMPKNQIDRTPDIADZT54N \
  | 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: 37abbd01ec7a9b040e3378d001e67de37cbc71a43131c5cc96cbe37e7d10d1f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d62bf7afabc93a096e3d33ffc495f49c17dd5e1c3380646056e2bf536f7936f1",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-02-25T19:16:58Z",
    "title_canon_sha256": "9a66442ef382ce594a79fadee1cabe194f2e801161d642b735b2cc28fb2fa268"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.02521",
    "kind": "arxiv",
    "version": 1
  }
}