Pith Number

pith:BNJWNSZM

pith:2022:BNJWNSZMZKA2V6VV52ENRWYQUY

not attested not anchored not stored refs pending

Code Smells in Machine Learning Systems

David Lo, Eduardo Santana de Almeida, Iftekhar Ahmed, Jiawei Li, Jiri Gesi, Lingfeng Bao, Nachiappan Nagappan, Pavneet Singh Kochhar, Siqi Liu

arxiv:2203.00803 v1 · 2022-03-02 · 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{BNJWNSZMZKA2V6VV52ENRWYQUY}

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

Automated Detection of Inter-Language Design Smells in Multi-Language Deep Learning Frameworks

Receipt and verification

First computed	2026-07-05T04:01:23.765393Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b5366cb2cca81aafab5ee88d8db10a6385092e9d73f3b13e65762a43d97e8f5

Aliases

arxiv: 2203.00803 · arxiv_version: 2203.00803v1 · doi: 10.48550/arxiv.2203.00803 · pith_short_12: BNJWNSZMZKA2 · pith_short_16: BNJWNSZMZKA2V6VV · pith_short_8: BNJWNSZM

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/BNJWNSZMZKA2V6VV52ENRWYQUY \
  | 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: 0b5366cb2cca81aafab5ee88d8db10a6385092e9d73f3b13e65762a43d97e8f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b45d182ee49ebb547653a292113ab48b40dbcf4b3275bb9157bfa2a912ced42",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-03-02T00:39:00Z",
    "title_canon_sha256": "765ece923957f9e6a5f14ebccc919243f3c7a4039a0a630d44d2f9b4193551c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.00803",
    "kind": "arxiv",
    "version": 1
  }
}