Pith Number

pith:Q3LWXDW5

pith:2023:Q3LWXDW5WMDWKFEOK5Q3TVFZSP

not attested not anchored not stored refs pending

Tipping Points of Evolving Epidemiological Networks: Machine Learning-Assisted, Data-Driven Effective Modeling

Alexei Makeev, Ioannis G. Kevrekidis, Juan M. Bello-Rivas, Nikolaos Evangelou, Tianqi Cui

arxiv:2311.00797 v2 · 2023-11-01 · cs.LG · cs.AI · math.DS · 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{Q3LWXDW5WMDWKFEOK5Q3TVFZSP}

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	2026-07-05T07:11:37.201818Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86d76b8eddb30765148e5761b9d4b993dcaddeb0e70e5f0946b6caf481628f10

Aliases

arxiv: 2311.00797 · arxiv_version: 2311.00797v2 · doi: 10.48550/arxiv.2311.00797 · pith_short_12: Q3LWXDW5WMDW · pith_short_16: Q3LWXDW5WMDWKFEO · pith_short_8: Q3LWXDW5

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/Q3LWXDW5WMDWKFEOK5Q3TVFZSP \
  | 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: 86d76b8eddb30765148e5761b9d4b993dcaddeb0e70e5f0946b6caf481628f10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "51ccf433aa84d52222d25c72a964d533a9b3b69963edca1c74587e547a2d83ac",
    "cross_cats_sorted": [
      "cs.AI",
      "math.DS",
      "q-bio.PE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-01T19:33:03Z",
    "title_canon_sha256": "f05b24dbff49a426ac51ec53e63afe6ba39c0ba98c87d78949955c4a3cbf6d54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.00797",
    "kind": "arxiv",
    "version": 2
  }
}