Pith Number

pith:YTZVRTY5

pith:2021:YTZVRTY5AJTZW5RANF7XJCSURB

not attested not anchored not stored refs pending

Neural Networks for Parameter Estimation in Intractable Models

Amanda Lenzi, Johann Rudi, Julie Bessac, Michael L. Stein

arxiv:2107.14346 v1 · 2021-07-29 · stat.ME · 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{YTZVRTY5AJTZW5RANF7XJCSURB}

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	2026-07-05T03:01:59.192989Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c4f358cf1d02679b7620697f748a54887bea44a0bf33332bf807c4461a3a88bf

Aliases

arxiv: 2107.14346 · arxiv_version: 2107.14346v1 · doi: 10.48550/arxiv.2107.14346 · pith_short_12: YTZVRTY5AJTZ · pith_short_16: YTZVRTY5AJTZW5RA · pith_short_8: YTZVRTY5

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/YTZVRTY5AJTZW5RANF7XJCSURB \
  | 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: c4f358cf1d02679b7620697f748a54887bea44a0bf33332bf807c4461a3a88bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e8c9296bf1524d1342500f33985ac700ca05906190f0140ef16c4a8f3c8daea",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2021-07-29T21:59:48Z",
    "title_canon_sha256": "aedb3e647530c9d6d11e157a81515800b2325132a8ff7b7ddb387a6417a8f145"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.14346",
    "kind": "arxiv",
    "version": 1
  }
}