Pith Number

pith:ZAUMMR53

pith:2022:ZAUMMR53YUP35TZ7RINGTJCT3U

not attested not anchored not stored refs pending

Cellular Network Capacity and Coverage Enhancement with MDT Data and Deep Reinforcement Learning

Davide Micheli, Flavio Zabini, Giorgio Ghinamo, Giuliano Muratore, Lorenzo Mario Amorosa, Marco Skocaj, Roberto Verdone

arxiv:2202.10968 v1 · 2022-02-22 · cs.NI · 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{ZAUMMR53YUP35TZ7RINGTJCT3U}

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	2026-07-05T05:36:15.841266Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c828c647bbc51fbecf3f8a1a69a453dd04333b272542549473283bc010bfe807

Aliases

arxiv: 2202.10968 · arxiv_version: 2202.10968v1 · doi: 10.48550/arxiv.2202.10968 · pith_short_12: ZAUMMR53YUP3 · pith_short_16: ZAUMMR53YUP35TZ7 · pith_short_8: ZAUMMR53

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/ZAUMMR53YUP35TZ7RINGTJCT3U \
  | 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: c828c647bbc51fbecf3f8a1a69a453dd04333b272542549473283bc010bfe807

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79c1aea0bfe5e193e378bf470487a1402495e60bf67e1581f85750f21ccf2d5d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2022-02-22T15:16:53Z",
    "title_canon_sha256": "3d300654d48d2feb53719c01f82acdad2e46c967b0c94e5ef06a83b1c64388d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.10968",
    "kind": "arxiv",
    "version": 1
  }
}