Pith Number

pith:3MLLKMMW

pith:2018:3MLLKMMWYRJ3H7QVBOMHVGY53L

not attested not anchored not stored refs pending

Generative Code Modeling with Graphs

Alexander L. Gaunt, Marc Brockschmidt, Miltiadis Allamanis, Oleksandr Polozov

arxiv:1805.08490 v2 · 2018-05-22 · cs.LG · cs.PL · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3MLLKMMWYRJ3H7QVBOMHVGY53L}

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

GraphCodeBERT: Pre-training Code Representations with Data Flow

Receipt and verification

First computed	2026-05-17T23:48:22.688917Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db16b53196c453b3fe150b987a9b1ddadbe1c3ff54897864ea2be7434f701ff9

Aliases

arxiv: 1805.08490 · arxiv_version: 1805.08490v2 · doi: 10.48550/arxiv.1805.08490 · pith_short_12: 3MLLKMMWYRJ3 · pith_short_16: 3MLLKMMWYRJ3H7QV · pith_short_8: 3MLLKMMW

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/3MLLKMMWYRJ3H7QVBOMHVGY53L \
  | 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: db16b53196c453b3fe150b987a9b1ddadbe1c3ff54897864ea2be7434f701ff9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd461b41accaa1bf45de3fe4aebfdc3ffa2c3abeb16b134ce472f3368cc29031",
    "cross_cats_sorted": [
      "cs.PL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-05-22T10:38:41Z",
    "title_canon_sha256": "4eb0344e55cda1d97492d25b2b52ca427af17811b19a46e75754ac03c618489c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.08490",
    "kind": "arxiv",
    "version": 2
  }
}