Pith Number

pith:AXWO2JHY

pith:2018:AXWO2JHYGQRZITLCQPNE6OBNPE

not attested not anchored not stored refs pending

Reinforcement Learning for Self-Organization and Power Control of Two-Tier Heterogeneous Networks

Hani Mehrpouyan, Jeffrey G. Andrews, Mojtaba Ahmadi Almasi, Roohollah Amiri

arxiv:1812.09778 v2 · 2018-12-23 · cs.IT · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AXWO2JHYGQRZITLCQPNE6OBNPE}

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	2026-05-17T23:51:05.132934Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

05eced24f83423944d6283da4f382d79000a3d2258758914d199a555684a7409

Aliases

arxiv: 1812.09778 · arxiv_version: 1812.09778v2 · doi: 10.48550/arxiv.1812.09778 · pith_short_12: AXWO2JHYGQRZ · pith_short_16: AXWO2JHYGQRZITLC · pith_short_8: AXWO2JHY

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/AXWO2JHYGQRZITLCQPNE6OBNPE \
  | 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: 05eced24f83423944d6283da4f382d79000a3d2258758914d199a555684a7409

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d8ccea838039d16fa76e4d8bef860e6252517cf477c63916772108acb4521a9e",
    "cross_cats_sorted": [
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2018-12-23T21:24:38Z",
    "title_canon_sha256": "a9348c607fbb6a5b85bc501203c5b57ecfd6a624065981559711701cc0d19f78"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.09778",
    "kind": "arxiv",
    "version": 2
  }
}