Pith Number

pith:BSE542WK

pith:2026:BSE542WKE6JVSX2FW7YZQ55FGW

not attested not anchored not stored refs pending

How (Not) to Hybridize Neural and Mechanistic Models for Epidemiological Forecasting

Jiaming Cui, Naren Ramakrishnan, Ray Lee, Yiqi Su

arxiv:2602.06323 v2 · 2026-02-06 · 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{BSE542WKE6JVSX2FW7YZQ55FGW}

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	2026-07-01T01:18:24.193916Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c89de6aca2793595f45b7f19877a5358b7054d40f809924c1c4daa546f71de8

Aliases

arxiv: 2602.06323 · arxiv_version: 2602.06323v2 · doi: 10.48550/arxiv.2602.06323 · pith_short_12: BSE542WKE6JV · pith_short_16: BSE542WKE6JVSX2F · pith_short_8: BSE542WK

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/BSE542WKE6JVSX2FW7YZQ55FGW \
  | 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: 0c89de6aca2793595f45b7f19877a5358b7054d40f809924c1c4daa546f71de8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d6f36cbaa4191be2765aeea453fdbe8445b86ba5d56583241bece64e53570e4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-06T02:40:33Z",
    "title_canon_sha256": "5398031635668afb9038ca28503b8c53684fe9400af9dd2211f2f56b1884740b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.06323",
    "kind": "arxiv",
    "version": 2
  }
}