Pith Number

pith:M6VWENB6

pith:2022:M6VWENB63IXVCKEZ4MLZ2RMBLH

not attested not anchored not stored refs pending

How to Improve Deep Learning for Software Analytics (a case study with code smell detection)

Rahul Yedida, Tim Menzies

arxiv:2202.01322 v2 · 2022-02-02 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M6VWENB63IXVCKEZ4MLZ2RMBLH}

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.

Receipt and verification

First computed	2026-07-05T04:09:01.534776Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67ab62343eda2f512899e3179d458159d09eeec4caa7fd52ad1eac11d017f438

Aliases

arxiv: 2202.01322 · arxiv_version: 2202.01322v2 · doi: 10.48550/arxiv.2202.01322 · pith_short_12: M6VWENB63IXV · pith_short_16: M6VWENB63IXVCKEZ · pith_short_8: M6VWENB6

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/M6VWENB63IXVCKEZ4MLZ2RMBLH \
  | 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: 67ab62343eda2f512899e3179d458159d09eeec4caa7fd52ad1eac11d017f438

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ec35bf955768952599748478137ac1e92fd98b1e6528ba5c5570b97ddd09cc5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-02-02T23:07:16Z",
    "title_canon_sha256": "121898b5683faafd4d2e1d35fdb4a009c9456ff2775d88663fc8be30ba506915"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.01322",
    "kind": "arxiv",
    "version": 2
  }
}