Pith Number

pith:YIHB4VA7

pith:2018:YIHB4VA73YFEWG3ZVBQZKQTVCS

not attested not anchored not stored refs pending

Efficient Bayesian Experimental Design for Implicit Models

Michael Gutmann, Steven Kleinegesse

arxiv:1810.09912 v2 · 2018-10-23 · stat.ML · cs.LG · stat.CO · stat.ME

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YIHB4VA73YFEWG3ZVBQZKQTVCS}

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	2026-05-17T23:52:51.794795Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c20e1e541fde0a4b1b79a861954275149e7d7e6a25f1554521ab08bb2207f050

Aliases

arxiv: 1810.09912 · arxiv_version: 1810.09912v2 · doi: 10.48550/arxiv.1810.09912 · pith_short_12: YIHB4VA73YFE · pith_short_16: YIHB4VA73YFEWG3Z · pith_short_8: YIHB4VA7

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/YIHB4VA73YFEWG3ZVBQZKQTVCS \
  | 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: c20e1e541fde0a4b1b79a861954275149e7d7e6a25f1554521ab08bb2207f050

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "230bdf2ca0f462da65124282f490227d7985299288704391e1b683b90a9ade04",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.CO",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-10-23T15:24:29Z",
    "title_canon_sha256": "e6cb18af26e1f2c18bcd260b046f5d2161e84fe52b80ead0821dc0cc8c996dac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.09912",
    "kind": "arxiv",
    "version": 2
  }
}