Pith Number

pith:VJKQDQFP

pith:2020:VJKQDQFP2MCAYH6HD3643YYOPV

not attested not anchored not stored refs pending

OutbreakFlow: Model-based Bayesian inference of disease outbreak dynamics with invertible neural networks and its application to the COVID-19 pandemics in Germany

Frederik Graw, Nico T. Mutters, Simiao Chen, Stefan T. Radev, Till B\"arnighausen, Ullrich K\"othe, Vanessa M. Eichel

arxiv:2010.00300 v4 · 2020-10-01 · stat.AP · cs.LG · q-bio.PE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VJKQDQFP2MCAYH6HD3643YYOPV}

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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

GenSBI: Generative Methods for Simulation-Based Inference in JAX

Receipt and verification

First computed	2026-07-05T03:31:54.253094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa5501c0afd3040c1fc71efdcde30e7d65f5b1cd232a2e78b1280ea77f291fa8

Aliases

arxiv: 2010.00300 · arxiv_version: 2010.00300v4 · doi: 10.48550/arxiv.2010.00300 · pith_short_12: VJKQDQFP2MCA · pith_short_16: VJKQDQFP2MCAYH6H · pith_short_8: VJKQDQFP

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/VJKQDQFP2MCAYH6HD3643YYOPV \
  | 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: aa5501c0afd3040c1fc71efdcde30e7d65f5b1cd232a2e78b1280ea77f291fa8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "328d540ab37d21e3b7e506d4a8a948568320967e27d98751ceb3094e760a3396",
    "cross_cats_sorted": [
      "cs.LG",
      "q-bio.PE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "stat.AP",
    "submitted_at": "2020-10-01T11:01:49Z",
    "title_canon_sha256": "9fc81e5e11dce8e152a97f3459816b16150475f240d010be3e899d2fefedca8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.00300",
    "kind": "arxiv",
    "version": 4
  }
}