Pith Number

pith:57LBHDZV

pith:2023:57LBHDZVNXBMGG4LOM6KJEUAJY

not attested not anchored not stored refs pending

Partitioning Distributed Compute Jobs with Reinforcement Learning and Graph Neural Networks

Alessandro Ottino, Christopher W. F. Parsonson, Georgios Zervas, Zacharaya Shabka

arxiv:2301.13799 v1 · 2023-01-31 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{57LBHDZVNXBMGG4LOM6KJEUAJY}

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	2026-07-05T05:37:19.104148Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

efd6138f356dc2c31b8b733ca492804e0219d1fd29492e4f06186e3d4a7f96d7

Aliases

arxiv: 2301.13799 · arxiv_version: 2301.13799v1 · doi: 10.48550/arxiv.2301.13799 · pith_short_12: 57LBHDZVNXBM · pith_short_16: 57LBHDZVNXBMGG4L · pith_short_8: 57LBHDZV

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/57LBHDZVNXBMGG4LOM6KJEUAJY \
  | 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: efd6138f356dc2c31b8b733ca492804e0219d1fd29492e4f06186e3d4a7f96d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e7bd92d878b039d22f44157a510b6fd87b98d60b27a5866bb5dc526f0346edff",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-31T17:41:07Z",
    "title_canon_sha256": "c654fd4c0d137e26410a92fd64d4090dd749a01d381c5854f74cb517100f3d13"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.13799",
    "kind": "arxiv",
    "version": 1
  }
}