Pith Number

pith:CFFI2HYF

pith:2025:CFFI2HYFDNCH7VGGNJLYCMQIIU

not attested not anchored not stored refs pending

Consensus-based Decentralized Multi-agent Reinforcement Learning for Random Access Network Optimization

Alvaro Velasquez, Fnu Hairi, Jia Liu, Myeung Suk Oh, Zhiyao Zhang

arxiv:2508.07001 v1 · 2025-08-09 · cs.NI · 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{CFFI2HYFDNCH7VGGNJLYCMQIIU}

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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	2026-07-05T11:51:39.088379Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

114a8d1f051b447fd4c66a5781320845095afcb899dde282a05372fdcd14c415

Aliases

arxiv: 2508.07001 · arxiv_version: 2508.07001v1 · doi: 10.48550/arxiv.2508.07001 · pith_short_12: CFFI2HYFDNCH · pith_short_16: CFFI2HYFDNCH7VGG · pith_short_8: CFFI2HYF

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/CFFI2HYFDNCH7VGGNJLYCMQIIU \
  | 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: 114a8d1f051b447fd4c66a5781320845095afcb899dde282a05372fdcd14c415

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5376f8d1d4b7e2839f0f7a3b023a7c921b5dc6cad53a9643e7b91b9cad19531f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-08-09T14:39:27Z",
    "title_canon_sha256": "7bea1295441fb8b41cb75181531ba9a41e28c830367113627e238e0a4cac868d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.07001",
    "kind": "arxiv",
    "version": 1
  }
}