pith. sign in
Pith Number

pith:2DHGSTSV

pith:2019:2DHGSTSVYIU6RI43U2N2P22NPO
not attested not anchored not stored refs pending

Deep Reinforcement Learning on a Budget: 3D Control and Reasoning Without a Supercomputer

Christian Wolf, Edward Beeching, Jilles Dibangoye, Olivier Simonin

arxiv:1904.01806 v1 · 2019-04-03 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2DHGSTSVYIU6RI43U2N2P22NPO}

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 2026-05-17T23:49:29.614074Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d0ce694e55c229e8a39ba69ba7eb4d7bbc14ac4eee7c4ea0977d528f45365e0d

Aliases

arxiv: 1904.01806 · arxiv_version: 1904.01806v1 · doi: 10.48550/arxiv.1904.01806 · pith_short_12: 2DHGSTSVYIU6 · pith_short_16: 2DHGSTSVYIU6RI43 · pith_short_8: 2DHGSTSV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2DHGSTSVYIU6RI43U2N2P22NPO \
  | 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: d0ce694e55c229e8a39ba69ba7eb4d7bbc14ac4eee7c4ea0977d528f45365e0d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d8adeef1432bef0c4fff3a3fd566286328d21194f5998dac62ee015408127a2c",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-03T07:15:46Z",
    "title_canon_sha256": "a9eebc45772dfca5c74b11ab1dd0899e79faf4a4e556a97a23696769ea63b21d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.01806",
    "kind": "arxiv",
    "version": 1
  }
}