Pith Number

pith:POJPT73D

pith:2020:POJPT73D7OKA47VTW4ZOTKXVZ5

not attested not anchored not stored refs pending

Sequential Bayesian Experimental Design for Implicit Models via Mutual Information

Christopher Drovandi, Michael U. Gutmann, Steven Kleinegesse

arxiv:2003.09379 v1 · 2020-03-20 · 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{POJPT73D7OKA47VTW4ZOTKXVZ5}

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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.

Cited by

1 paper in Pith

Active Learning of Model Discrepancy with Bayesian Experimental Design

Receipt and verification

First computed	2026-07-05T00:49:32.148379Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b92f9ff63fb940e7eb3b732e9aaf5cf49927b8b1707d3b72e386c2cf4a4d2bb

Aliases

arxiv: 2003.09379 · arxiv_version: 2003.09379v1 · doi: 10.48550/arxiv.2003.09379 · pith_short_12: POJPT73D7OKA · pith_short_16: POJPT73D7OKA47VT · pith_short_8: POJPT73D

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/POJPT73D7OKA47VTW4ZOTKXVZ5 \
  | 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: 7b92f9ff63fb940e7eb3b732e9aaf5cf49927b8b1707d3b72e386c2cf4a4d2bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9585693e19494bd5b4849be79e6744aa1fa1dc3742d87ec9dd91a0e2d20fb3a6",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.CO",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-03-20T16:52:10Z",
    "title_canon_sha256": "1c5df9da92ea5307dfdd6b284105b1ffdbd976c10bba89e4bfed829f32c84e85"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.09379",
    "kind": "arxiv",
    "version": 1
  }
}