Pith Number

pith:TY4IFCEL

pith:2025:TY4IFCELRRE7NIK35HP5DI5U5S

not attested not anchored not stored refs pending

Optimizing Job Allocation using Reinforcement Learning with Graph Neural Networks

Lars C.P.M. Quaedvlieg

arxiv:2501.19063 v1 · 2025-01-31 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TY4IFCELRRE7NIK35HP5DI5U5S}

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	2026-07-05T10:07:55.689137Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e3882888b8c49f6a15be9dfd1a3b4eca98df784351a0b39084201137d36dcaf

Aliases

arxiv: 2501.19063 · arxiv_version: 2501.19063v1 · doi: 10.48550/arxiv.2501.19063 · pith_short_12: TY4IFCELRRE7 · pith_short_16: TY4IFCELRRE7NIK3 · pith_short_8: TY4IFCEL

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/TY4IFCELRRE7NIK35HP5DI5U5S \
  | 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: 9e3882888b8c49f6a15be9dfd1a3b4eca98df784351a0b39084201137d36dcaf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ce94a8327ec1e12fc4f9503926a71cf760f672ac2d50f21a6585a57d0feffbb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-31T11:50:04Z",
    "title_canon_sha256": "aa202bf58cb437bb7404330beb38e32c0d177d9b8f6102a7c263b28483c4d537"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.19063",
    "kind": "arxiv",
    "version": 1
  }
}