Pith Number

pith:LR24AQT3

pith:2018:LR24AQT32X67IMOXP2WBPIBHZE

not attested not anchored not stored refs pending

A Likelihood-Free Inference Framework for Population Genetic Data using Exchangeable Neural Networks

Jeffrey Chan, Jeffrey P. Spence, Paul A. Jenkins, Sara Mathieson, Valerio Perrone, Yun S. Song

arxiv:1802.06153 v2 · 2018-02-16 · cs.LG · q-bio.PE · 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{LR24AQT32X67IMOXP2WBPIBHZE}

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	2026-05-18T00:01:30.094466Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c75c0427bd5fdf431d77eac17a027c901138b7e6fb17d022f49c5e631d3933b

Aliases

arxiv: 1802.06153 · arxiv_version: 1802.06153v2 · doi: 10.48550/arxiv.1802.06153 · pith_short_12: LR24AQT32X67 · pith_short_16: LR24AQT32X67IMOX · pith_short_8: LR24AQT3

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/LR24AQT32X67IMOXP2WBPIBHZE \
  | 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: 5c75c0427bd5fdf431d77eac17a027c901138b7e6fb17d022f49c5e631d3933b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1294212102e51a84ca168cfec8986b8a5b7637174b66fb31b186104a05c1e642",
    "cross_cats_sorted": [
      "q-bio.PE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-02-16T22:36:16Z",
    "title_canon_sha256": "fd5739ab6f1d486d85ce1b7deab7edaf43e00a66de4b12c7b98ac97877781dcb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.06153",
    "kind": "arxiv",
    "version": 2
  }
}