Pith Number

pith:TFABRJAT

pith:2018:TFABRJATLN45YWO3YNYAMA652V

not attested not anchored not stored refs pending

Distributed Wildfire Surveillance with Autonomous Aircraft using Deep Reinforcement Learning

Kyle D. Julian, Mykel J. Kochenderfer

arxiv:1810.04244 v1 · 2018-10-09 · cs.RO · cs.AI · 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{TFABRJATLN45YWO3YNYAMA652V}

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	2026-05-18T00:03:36.304555Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

994018a4135b79dc59dbc3700603ddd542452bcddc99f3aeaebaf5ed486d7f07

Aliases

arxiv: 1810.04244 · arxiv_version: 1810.04244v1 · doi: 10.48550/arxiv.1810.04244 · pith_short_12: TFABRJATLN45 · pith_short_16: TFABRJATLN45YWO3 · pith_short_8: TFABRJAT

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/TFABRJATLN45YWO3YNYAMA652V \
  | 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: 994018a4135b79dc59dbc3700603ddd542452bcddc99f3aeaebaf5ed486d7f07

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee18de78a857a90637a44b8191427af63e8671d1740d3820057fcebf4c43e04d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2018-10-09T21:13:05Z",
    "title_canon_sha256": "4f9aaf9a674ad3ed1f1b5a8f5b822605de956fb17551bfb882ba55ed5d79927a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.04244",
    "kind": "arxiv",
    "version": 1
  }
}