Pith Number

pith:R7TJX5FH

pith:2020:R7TJX5FH6P7HRHRAPTDOS5ZP26

not attested not anchored not stored refs pending

Accurate Calibration of Agent-based Epidemiological Models with Neural Network Surrogates

Frederick H. Streitz, Jayaraman J. Thiagarajan, Peer-Timo Bremer, Rushil Anirudh, Sara Y. Del Valle, Timothy C. Germann

arxiv:2010.06558 v1 · 2020-10-13 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R7TJX5FH6P7HRHRAPTDOS5ZP26}

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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.

Receipt and verification

First computed	2026-07-05T01:42:49.855445Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8fe69bf4a7f3fe789e207cc6e9772fd7a0580cb7cc6206b786fc6be3a1af073d

Aliases

arxiv: 2010.06558 · arxiv_version: 2010.06558v1 · doi: 10.48550/arxiv.2010.06558 · pith_short_12: R7TJX5FH6P7H · pith_short_16: R7TJX5FH6P7HRHRA · pith_short_8: R7TJX5FH

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/R7TJX5FH6P7HRHRAPTDOS5ZP26 \
  | 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: 8fe69bf4a7f3fe789e207cc6e9772fd7a0580cb7cc6206b786fc6be3a1af073d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76b578d60e5a12ae858735945d1d230c321f435eb4656890b7c77b5e2c675276",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-13T17:19:30Z",
    "title_canon_sha256": "a28e10335a85605eef60c651abc5c78dc1c459f6eb760d00eb28a1375e16f2ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.06558",
    "kind": "arxiv",
    "version": 1
  }
}