Pith Number

pith:22OFNAGY

pith:2022:22OFNAGY6X6XYAAGPFMNUBFALV

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning for Long-Term Network Resource Allocation through Auction: a V2X Application

Artur Hecker, Holger Karl, Jing Tan, Ramin Khalili

arxiv:2208.04237 v1 · 2022-07-29 · cs.MA · cs.AI · 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{22OFNAGY6X6XYAAGPFMNUBFALV}

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	2026-07-05T04:47:29.784638Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d69c5680d8f5fd7c00067958da04a05d48a95a29f3684ff16b20d907244e0dd8

Aliases

arxiv: 2208.04237 · arxiv_version: 2208.04237v1 · doi: 10.48550/arxiv.2208.04237 · pith_short_12: 22OFNAGY6X6X · pith_short_16: 22OFNAGY6X6XYAAG · pith_short_8: 22OFNAGY

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/22OFNAGY6X6XYAAGPFMNUBFALV \
  | 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: d69c5680d8f5fd7c00067958da04a05d48a95a29f3684ff16b20d907244e0dd8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6048cc22519379fdfbcc34920653ea7d99d12c10206198bc9a563dc88e48d1c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-07-29T10:29:06Z",
    "title_canon_sha256": "e53d39c2757426aabde0f8455f8f62a02a1fcd33ac6258af012b2a0756f08787"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.04237",
    "kind": "arxiv",
    "version": 1
  }
}