Pith Number

pith:PPPHY5VK

pith:2019:PPPHY5VK5Z6HUYWOEQDG3UOZ3J

not attested not anchored not stored refs pending

When Multiple Agents Learn to Schedule: A Distributed Radio Resource Management Framework

Hosein Nikopour, Jaroslaw Sydir, Meryem Simsek, Navid Naderializadeh, Shilpa Talwar

arxiv:1906.08792 v1 · 2019-06-20 · cs.LG · cs.IT · math.IT · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PPPHY5VK5Z6HUYWOEQDG3UOZ3J}

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	2026-05-17T23:42:47.882572Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7bde7c76aaee7c7a62ce24066dd1d9da61db572db7129b45ad1f0acf999cc19d

Aliases

arxiv: 1906.08792 · arxiv_version: 1906.08792v1 · doi: 10.48550/arxiv.1906.08792 · pith_short_12: PPPHY5VK5Z6H · pith_short_16: PPPHY5VK5Z6HUYWO · pith_short_8: PPPHY5VK

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/PPPHY5VK5Z6HUYWOEQDG3UOZ3J \
  | 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: 7bde7c76aaee7c7a62ce24066dd1d9da61db572db7129b45ad1f0acf999cc19d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc46713e6fa85896363c94b2708a427252d9db81a7df97195d20f5d077d10cd8",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-20T18:06:58Z",
    "title_canon_sha256": "d2a612d651132952ee78ef225462ec48286df69b1258bcd1042fb3976894efed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.08792",
    "kind": "arxiv",
    "version": 1
  }
}