Pith Number

pith:N5ACLXVL

pith:2021:N5ACLXVL4OZO5DFKMGRF3T5IVS

not attested not anchored not stored refs pending

Quality Assurance Challenges for Machine Learning Software Applications During Software Development Life Cycle Phases

Gias Uddin, Md Abdullah Al Alamin

arxiv:2105.01195 v2 · 2021-05-03 · cs.SE · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N5ACLXVL4OZO5DFKMGRF3T5IVS}

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Record completeness

1 Bitcoin timestamp

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

Maturity Framework for Enhancing Machine Learning Quality

Receipt and verification

First computed	2026-07-05T02:56:27.930292Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f4025deabe3b2ee8caa61a25dcfa8ac94c98486208aa2875dd40905dc911ede

Aliases

arxiv: 2105.01195 · arxiv_version: 2105.01195v2 · doi: 10.48550/arxiv.2105.01195 · pith_short_12: N5ACLXVL4OZO · pith_short_16: N5ACLXVL4OZO5DFK · pith_short_8: N5ACLXVL

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/N5ACLXVL4OZO5DFKMGRF3T5IVS \
  | 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: 6f4025deabe3b2ee8caa61a25dcfa8ac94c98486208aa2875dd40905dc911ede

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f119b82c04085210ecc0342df89e869239156380667d335bef19c9a93f1e825",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2021-05-03T22:29:23Z",
    "title_canon_sha256": "fe3efbee92c460710a29f3073dd2f301c7d103a0c13795b915684bf64f3fe295"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.01195",
    "kind": "arxiv",
    "version": 2
  }
}