Pith. sign in
Pith Number

pith:3WF4UF3H

pith:2025:3WF4UF3H6V5UXOXCCQ4WYW6S6P
not attested not anchored not stored refs pending

Investigating the effectiveness of multimodal data in forecasting SARS-COV-2 case surges

Alvin X. Han, Joses Ho, Palur Venkata Raghuvamsi, Prasanta Bhattacharya, Raphael Lee Tze Chuen, Sebastian Maurer-Stroh, Siyuan Brandon Loh

arxiv:2505.22688 v2 · 2025-05-28 · q-bio.QM · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3WF4UF3H6V5UXOXCCQ4WYW6S6P}

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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 2026-07-05T11:12:34.440491Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

dd8bca1767f57b4bbae214396c5bd2f3fadf608c181d7d0863fd31454f3a38d7

Aliases

arxiv: 2505.22688 · arxiv_version: 2505.22688v2 · doi: 10.48550/arxiv.2505.22688 · pith_short_12: 3WF4UF3H6V5U · pith_short_16: 3WF4UF3H6V5UXOXC · pith_short_8: 3WF4UF3H
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3WF4UF3H6V5UXOXCCQ4WYW6S6P \
  | 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: dd8bca1767f57b4bbae214396c5bd2f3fadf608c181d7d0863fd31454f3a38d7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9db5eb90da5d94c244e10956061104be93a67c0299cfe4c866b53ba58cbaf2da",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-bio.QM",
    "submitted_at": "2025-05-28T01:00:02Z",
    "title_canon_sha256": "f4af3c2c7281e17f7fbed7166e5cfaf9eb002597058286c0b1f760e91704fe81"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22688",
    "kind": "arxiv",
    "version": 2
  }
}