Pith Number

pith:JNM422V7

pith:2017:JNM422V7U3KODLPDFPX6QTWYS7

not attested not anchored not stored refs pending

Bayesian Optimization with Automatic Prior Selection for Data-Efficient Direct Policy Search

Jean-Baptiste Mouret, Konstantinos Chatzilygeroudis, R\'emi Pautrat

arxiv:1709.06919 v2 · 2017-09-20 · cs.RO · cs.AI · cs.LG · cs.NE · 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{JNM422V7U3KODLPDFPX6QTWYS7}

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	2026-05-18T00:21:25.178056Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b59cd6abfa6d4e1ade32befe84ed897db1ea5df3206aa620a70a2e40b6df02b

Aliases

arxiv: 1709.06919 · arxiv_version: 1709.06919v2 · doi: 10.48550/arxiv.1709.06919 · pith_short_12: JNM422V7U3KO · pith_short_16: JNM422V7U3KODLPD · pith_short_8: JNM422V7

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/JNM422V7U3KODLPDFPX6QTWYS7 \
  | 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: 4b59cd6abfa6d4e1ade32befe84ed897db1ea5df3206aa620a70a2e40b6df02b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "587c434168136462afef20ebf2bfb4144776e18c87b790a2d33983bb4d5ac5a6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2017-09-20T15:04:50Z",
    "title_canon_sha256": "ffbd57aaa9ecdab2cd5de5bde4a379a191a6841ff9237d79b150085c93f2f904"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1709.06919",
    "kind": "arxiv",
    "version": 2
  }
}