Pith Number

pith:DGBYMPFB

pith:2019:DGBYMPFBJCHB33VTLULR6RANDE

not attested not anchored not stored refs pending

Exploring applications of deep reinforcement learning for real-world autonomous driving systems

Ahmad El-Sallab, B Ravi Kiran, Ibrahim Sobh, Patrick Mannion, Patrick Perez, Senthil Yogamani, Victor Talpaert

arxiv:1901.01536 v3 · 2019-01-06 · cs.LG · cs.RO · 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{DGBYMPFBJCHB33VTLULR6RANDE}

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	2026-05-17T23:56:12.344734Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1983863ca1488e1deeb35d171f440d19011b6acddc2a12d8090d9d36a784f7fa

Aliases

arxiv: 1901.01536 · arxiv_version: 1901.01536v3 · doi: 10.48550/arxiv.1901.01536 · pith_short_12: DGBYMPFBJCHB · pith_short_16: DGBYMPFBJCHB33VT · pith_short_8: DGBYMPFB

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/DGBYMPFBJCHB33VTLULR6RANDE \
  | 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: 1983863ca1488e1deeb35d171f440d19011b6acddc2a12d8090d9d36a784f7fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec673c20be33fe46f63c6ce16fa91b6ed7ad0d90abca23aa1fa28800ad382655",
    "cross_cats_sorted": [
      "cs.RO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-06T13:02:46Z",
    "title_canon_sha256": "a7ba7b44191abda9de71d50033deb6b8cb5740c2ebb892bbc6cd065242f71c67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.01536",
    "kind": "arxiv",
    "version": 3
  }
}