Pith Number

pith:7D2TLKAI

pith:2023:7D2TLKAIWIAL42IFDWXSD2EEC3

not attested not anchored not stored refs pending

Quality Issues in Machine Learning Software Systems

Amin Nikanjam, Foutse Khomh, Ilan Basta, Mouna Abidi, Pierre-Olivier C\^ot\'e, Rached Bouchoucha

arxiv:2306.15007 v2 · 2023-06-26 · cs.SE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7D2TLKAIWIAL42IFDWXSD2EEC3}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

A Survey of Algorithm Debt in Machine and Deep Learning Systems: Definition, Smells, and Future Work

Receipt and verification

First computed	2026-07-05T08:51:42.261945Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f8f535a808b200be69051daf21e88416cd4788224cf6d91bf44d3bc36536a84a

Aliases

arxiv: 2306.15007 · arxiv_version: 2306.15007v2 · doi: 10.48550/arxiv.2306.15007 · pith_short_12: 7D2TLKAIWIAL · pith_short_16: 7D2TLKAIWIAL42IF · pith_short_8: 7D2TLKAI

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/7D2TLKAIWIAL42IFDWXSD2EEC3 \
  | 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: f8f535a808b200be69051daf21e88416cd4788224cf6d91bf44d3bc36536a84a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b4974cfa0937b4b1170bd277145282c26dd935935175320721268cd6c1f2ad8a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-06-26T18:46:46Z",
    "title_canon_sha256": "28e4b3b460f43bc531496ac473c251e50e51046e302620951a00f6b5a46f5ec1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.15007",
    "kind": "arxiv",
    "version": 2
  }
}