pith. sign in
Pith Number

pith:RGTGTQ3D

pith:2019:RGTGTQ3DGIFGU57DVKXABWVWH3
not attested not anchored not stored refs pending

Factored Contextual Policy Search with Bayesian Optimization

Andras Kupcsik, David Hsu, Peter Karkus, Robert Pinsler, Wee Sun Lee

arxiv:1904.11761 v1 · 2019-04-26 · cs.LG · cs.AI · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{RGTGTQ3DGIFGU57DVKXABWVWH3}

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 2026-05-17T23:47:41.006511Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

89a669c363320a6a77e3aaae00dab63eea1e078bc7c9bb87f530c22812db2c87

Aliases

arxiv: 1904.11761 · arxiv_version: 1904.11761v1 · doi: 10.48550/arxiv.1904.11761 · pith_short_12: RGTGTQ3DGIFG · pith_short_16: RGTGTQ3DGIFGU57D · pith_short_8: RGTGTQ3D
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/RGTGTQ3DGIFGU57DVKXABWVWH3 \
  | 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: 89a669c363320a6a77e3aaae00dab63eea1e078bc7c9bb87f530c22812db2c87
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "89941efa02b868b220802be124977d11e945c3da9a5332dadeecc56bbcc9a12c",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-26T11:04:26Z",
    "title_canon_sha256": "00404ca35efde9076772c7079c19536902e1aa80aa019164ff0e505afb25a9fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.11761",
    "kind": "arxiv",
    "version": 1
  }
}