Pith Number

pith:DOR5SZRU

pith:2024:DOR5SZRUHI7R537CTYPPVIQ2HB

not attested not anchored not stored refs pending

Neural Posterior Estimation for Stochastic Epidemic Modeling

Evan Snitkin, Fan Bu, Jeffrey Regier, Jon Zelner, Prayag Chatha

arxiv:2412.12967 v2 · 2024-12-17 · 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{DOR5SZRUHI7R537CTYPPVIQ2HB}

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	2026-06-12T00:07:48.117660Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ba3d966343a3f1eefe29e1efaa21a384b3cf3794fc565b3ce69bcb178c29d0f

Aliases

arxiv: 2412.12967 · arxiv_version: 2412.12967v2 · doi: 10.48550/arxiv.2412.12967 · pith_short_12: DOR5SZRUHI7R · pith_short_16: DOR5SZRUHI7R537C · pith_short_8: DOR5SZRU

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/DOR5SZRUHI7R537CTYPPVIQ2HB \
  | 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: 1ba3d966343a3f1eefe29e1efaa21a384b3cf3794fc565b3ce69bcb178c29d0f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4375902181d68370abeb294fcb98e9b086c4b91c688848d3151cab936be25901",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2024-12-17T14:51:46Z",
    "title_canon_sha256": "d1b4979b16f097305bf896adadab91c5f763b268ba00e5a8a365ace0b7d0e473"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12967",
    "kind": "arxiv",
    "version": 2
  }
}