Pith Number

pith:L5N6L7XS

pith:2025:L5N6L7XSDMHU3ECWIPV2EUQTK5

not attested not anchored not stored refs pending

Physics-informed deep learning for infectious disease forecasting

Avranil Basu, Eamon B. O'Dea, \'Eric Marty, He Li, John M. Drake, Kui Zhang, Pejman Rohani, Spencer Fox, Xianqiao Wang, Ying Qian

arxiv:2501.09298 v2 · 2025-01-16 · cs.LG · q-bio.QM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L5N6L7XSDMHU3ECWIPV2EUQTK5}

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.

Cited by

1 paper in Pith

Using Machine Learning to Enhance Hyperparameter Optimization in Pandemic Modeling: Case study of COVID-19 Dynamics in Ghana

Receipt and verification

First computed	2026-07-05T10:55:29.274300Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f5be5fef21b0f4d905643eba252135748dbf57c2aa605ae494d25d828e6449c

Aliases

arxiv: 2501.09298 · arxiv_version: 2501.09298v2 · doi: 10.48550/arxiv.2501.09298 · pith_short_12: L5N6L7XSDMHU · pith_short_16: L5N6L7XSDMHU3ECW · pith_short_8: L5N6L7XS

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/L5N6L7XSDMHU3ECWIPV2EUQTK5 \
  | 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: 5f5be5fef21b0f4d905643eba252135748dbf57c2aa605ae494d25d828e6449c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "992bcf2042d902cef8bd3b9b37e2524a165ee67175ad19cded1b480891bd2a33",
    "cross_cats_sorted": [
      "q-bio.QM"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-16T05:07:05Z",
    "title_canon_sha256": "828e474fa8d0a0317b7afbc96882cdb7383983b126d98b649632c195baca5e09"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.09298",
    "kind": "arxiv",
    "version": 2
  }
}