Pith Number

pith:LNA2DJZU

pith:2019:LNA2DJZU5QY35MXQJBLVBPX6HG

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Unmanned Aerial Vehicle-Assisted Vehicular Networks

Anwar Walid, Ming Zhu, Xiao-Yang Liu

arxiv:1906.05015 v12 · 2019-06-12 · cs.LG · cs.AI · cs.RO · cs.SY · eess.SY · 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{LNA2DJZU5QY35MXQJBLVBPX6HG}

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	2026-07-05T05:43:34.230529Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b41a1a734ec31beb2f0485750befe398343201add79ef5da9084055e0a003b8

Aliases

arxiv: 1906.05015 · arxiv_version: 1906.05015v12 · doi: 10.48550/arxiv.1906.05015 · pith_short_12: LNA2DJZU5QY3 · pith_short_16: LNA2DJZU5QY35MXQ · pith_short_8: LNA2DJZU

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/LNA2DJZU5QY35MXQJBLVBPX6HG \
  | 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: 5b41a1a734ec31beb2f0485750befe398343201add79ef5da9084055e0a003b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46e7a567b17ac4b7e9c1cd268e39411119b9d9e18c679be0f32bae9fbefee26f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO",
      "cs.SY",
      "eess.SY",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-12T09:12:50Z",
    "title_canon_sha256": "82cb6b9b01a917bb68afff5dfec120fdf94b69c70198d27a8c568ae4db178f2a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.05015",
    "kind": "arxiv",
    "version": 12
  }
}