Pith Number

pith:S4RN4W5K

pith:2023:S4RN4W5K7TF3DM6YVWJKBCXJHL

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning with Common Policy for Antenna Tilt Optimization

Adriano Mendo, Jose Outes-Carnero, Juan Ramiro-Moreno, Yak Ng-Molina

arxiv:2302.12899 v2 · 2023-02-24 · eess.SY · cs.AI · cs.LG · cs.MA · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S4RN4W5K7TF3DM6YVWJKBCXJHL}

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	2026-07-05T06:13:19.594574Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9722de5baafccbb1b3d8ad92a08ae93ac3d33bfd0cf7c30ead41a6d2c9258e8b

Aliases

arxiv: 2302.12899 · arxiv_version: 2302.12899v2 · doi: 10.48550/arxiv.2302.12899 · pith_short_12: S4RN4W5K7TF3 · pith_short_16: S4RN4W5K7TF3DM6Y · pith_short_8: S4RN4W5K

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/S4RN4W5K7TF3DM6YVWJKBCXJHL \
  | 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: 9722de5baafccbb1b3d8ad92a08ae93ac3d33bfd0cf7c30ead41a6d2c9258e8b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "36b69bfa6ed4226c95a9d4f202eda470a9c11bef5d98540a5c496fcdc2f94ea1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.MA",
      "cs.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2023-02-24T21:19:26Z",
    "title_canon_sha256": "1b0e2c2041dcaecf17d955f38220e11674812356331828d13fca17bfd17cefe9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.12899",
    "kind": "arxiv",
    "version": 2
  }
}