Pith Number

pith:YPWY4RQI

pith:2023:YPWY4RQISBSOFSCSPSY4SPMU5L

not attested not anchored not stored refs pending

Multi-agent Reinforcement Learning with Graph Q-Networks for Antenna Tuning

Adriano Mendo, Alexandros Nikou, Jaeseong Jeong, Jose Outes, Maxime Bouton

arxiv:2302.01199 v1 · 2023-01-20 · 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{YPWY4RQISBSOFSCSPSY4SPMU5L}

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	2026-07-05T05:38:24.033026Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3ed8e46089064e2c8527cb1c93d94eafc123ffdb9866c18d9764979b5d58b79

Aliases

arxiv: 2302.01199 · arxiv_version: 2302.01199v1 · doi: 10.48550/arxiv.2302.01199 · pith_short_12: YPWY4RQISBSO · pith_short_16: YPWY4RQISBSOFSCS · pith_short_8: YPWY4RQI

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/YPWY4RQISBSOFSCSPSY4SPMU5L \
  | 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: c3ed8e46089064e2c8527cb1c93d94eafc123ffdb9866c18d9764979b5d58b79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "869d1972fe60812485aebc43a09c241a0fea006cf73d98b4619f1702fc4f16f1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2023-01-20T17:06:34Z",
    "title_canon_sha256": "88ac99fef05155b1ba33ab50199139facc2e1747f4f4344d05e4b9b8f4e56172"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.01199",
    "kind": "arxiv",
    "version": 1
  }
}