Pith Number

pith:334B7QVX

pith:2018:334B7QVXDKCGZE22M6KZ63LPW4

not attested not anchored not stored refs pending

How Developers Iterate on Machine Learning Workflows -- A Survey of the Applied Machine Learning Literature

Aditya Parameswaran, Doris Xin, Litian Ma, Shuchen Song

arxiv:1803.10311 v2 · 2018-03-27 · cs.LG · cs.DB · cs.HC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{334B7QVXDKCGZE22M6KZ63LPW4}

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

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	2026-05-18T00:15:42.825202Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

def81fc2b71a846c935a67959f6d6fb730acbcfc21bd3ebd7266f9e5cba9ed23

Aliases

arxiv: 1803.10311 · arxiv_version: 1803.10311v2 · doi: 10.48550/arxiv.1803.10311 · pith_short_12: 334B7QVXDKCG · pith_short_16: 334B7QVXDKCGZE22 · pith_short_8: 334B7QVX

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/334B7QVXDKCGZE22M6KZ63LPW4 \
  | 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: def81fc2b71a846c935a67959f6d6fb730acbcfc21bd3ebd7266f9e5cba9ed23

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6bae84cb610b5c158924d2cbd2da664cd5e29d2f7b3570686e2231e4acc62f65",
    "cross_cats_sorted": [
      "cs.DB",
      "cs.HC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-03-27T20:38:05Z",
    "title_canon_sha256": "294d6418d5485d7c34a3cdcd85460bc646e3a51532df8e7cd0b5e7dba77aa575"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.10311",
    "kind": "arxiv",
    "version": 2
  }
}