Pith Number

pith:2XER6LFB

pith:2022:2XER6LFBELSRMPMJVCX6O4DPAL

not attested not anchored not stored refs pending

Efficient and effective training of language and graph neural network models

Belinda Zeng, Da Zheng, George Karypis, Houyu Zhang, Jun Ma, Trishul Chilimbi, Vassilis N. Ioannidis, Xiang Song, Yi Xu

arxiv:2206.10781 v1 · 2022-06-22 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2XER6LFBELSRMPMJVCX6O4DPAL}

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	2026-07-05T04:33:55.376198Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5c91f2ca122e5163d89a8afe7706f02ea4446b9b331ea909f96e04518b7824b

Aliases

arxiv: 2206.10781 · arxiv_version: 2206.10781v1 · doi: 10.48550/arxiv.2206.10781 · pith_short_12: 2XER6LFBELSR · pith_short_16: 2XER6LFBELSRMPMJ · pith_short_8: 2XER6LFB

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/2XER6LFBELSRMPMJVCX6O4DPAL \
  | 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: d5c91f2ca122e5163d89a8afe7706f02ea4446b9b331ea909f96e04518b7824b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e4322e026b2b788014fe2e663a93d973a69a78d6a9fe0035c8a52f11efd326fa",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-22T00:23:37Z",
    "title_canon_sha256": "85db636904ddad86cb11d95cdd90e91dae858e76f0a10f3a2cb1644f2f3b76c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.10781",
    "kind": "arxiv",
    "version": 1
  }
}