Pith Number

pith:TIUMDH2O

pith:2022:TIUMDH2OC4RO3RURAEGDHQ53I3

not attested not anchored not stored refs pending

Seq2Seq Surrogates of Epidemic Models to Facilitate Bayesian Inference

Azra Ghani, Giovanni Charles, Peter Winskill, Samir Bhatt, Seth Flaxman, Timothy M. Wolock

arxiv:2209.09617 v2 · 2022-09-20 · cs.LG · cs.AI · math.PR · 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{TIUMDH2OC4RO3RURAEGDHQ53I3}

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	2026-07-05T05:49:54.333449Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a28c19f4e1722edc691010c33c3bb46f7b9daf4e8d5a0e15c37bf1931ca1858

Aliases

arxiv: 2209.09617 · arxiv_version: 2209.09617v2 · doi: 10.48550/arxiv.2209.09617 · pith_short_12: TIUMDH2OC4RO · pith_short_16: TIUMDH2OC4RO3RUR · pith_short_8: TIUMDH2O

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/TIUMDH2OC4RO3RURAEGDHQ53I3 \
  | 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: 9a28c19f4e1722edc691010c33c3bb46f7b9daf4e8d5a0e15c37bf1931ca1858

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5e84f210beabd0e9f0ce3fc5a3605bdbe601d557a1bbfc733fef7b89b35e17f6",
    "cross_cats_sorted": [
      "cs.AI",
      "math.PR",
      "q-bio.PE",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-20T11:23:19Z",
    "title_canon_sha256": "335e0386f48a8a71a934acfbdf5a4257537850702b6424092e8e62635c5542ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.09617",
    "kind": "arxiv",
    "version": 2
  }
}