Pith Number

pith:4QENUY3L

pith:2021:4QENUY3LOKME5AUPOIGJGPQYLW

not attested not anchored not stored refs pending

Likelihood-Free Frequentist Inference: Bridging Classical Statistics and Machine Learning for Reliable Simulator-Based Inference

Ann B. Lee, David Zhao, Luca Masserano, Niccol\`o Dalmasso, Rafael Izbicki

arxiv:2107.03920 v10 · 2021-07-08 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4QENUY3LOKME5AUPOIGJGPQYLW}

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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

Robust Simulation Based Inference

Receipt and verification

First computed	2026-07-05T09:40:51.225462Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e408da636b72984e828f720c933e185d9a99b9f95317b435816134f0d78f3283

Aliases

arxiv: 2107.03920 · arxiv_version: 2107.03920v10 · doi: 10.48550/arxiv.2107.03920 · pith_short_12: 4QENUY3LOKME · pith_short_16: 4QENUY3LOKME5AUP · pith_short_8: 4QENUY3L

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/4QENUY3LOKME5AUPOIGJGPQYLW \
  | 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: e408da636b72984e828f720c933e185d9a99b9f95317b435816134f0d78f3283

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2037ad6b546e68e4c55a44a9abd15e5fae9f7313c296532666ad6652517facdb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-07-08T15:52:18Z",
    "title_canon_sha256": "d2d4dd1e5a441cbb2c0ec674a3dfafc10a855402bc056513daa1af9a0f41fe4f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.03920",
    "kind": "arxiv",
    "version": 10
  }
}