Pith Number

pith:LGHM3GU2

pith:2023:LGHM3GU2KPNFO6KVT3OON4FE4F

not attested not anchored not stored refs pending

What Causes Exceptions in Machine Learning Applications? Mining Machine Learning-Related Stack Traces on Stack Overflow

Amin Ghadesi, Heng Li, Maxime Lamothe

arxiv:2304.12857 v1 · 2023-04-25 · cs.LG · 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{LGHM3GU2KPNFO6KVT3OON4FE4F}

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

Industry Practitioners Perspectives on AI Model Quality: Perceptions, Challenges, and Solutions

Receipt and verification

First computed	2026-07-05T06:04:21.760590Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

598ecd9a9a53da5779559edce6f0a4e14147e6de05e11ed4e7c62863194ac322

Aliases

arxiv: 2304.12857 · arxiv_version: 2304.12857v1 · doi: 10.48550/arxiv.2304.12857 · pith_short_12: LGHM3GU2KPNF · pith_short_16: LGHM3GU2KPNFO6KV · pith_short_8: LGHM3GU2

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/LGHM3GU2KPNFO6KVT3OON4FE4F \
  | 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: 598ecd9a9a53da5779559edce6f0a4e14147e6de05e11ed4e7c62863194ac322

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "947b36e05bcd09006e18c79ac2a1f9acc282759c2c5ee3a73d32d7b18adae664",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-25T14:29:07Z",
    "title_canon_sha256": "1ed9ad5bbc8b4a79ac2ba390896169812469bdc41602ff1844383b1458e4f251"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.12857",
    "kind": "arxiv",
    "version": 1
  }
}