Pith. sign in
Pith Number

pith:57TAQBPW

pith:2023:57TAQBPWU32GVVRSHIB4NITTEJ
not attested not anchored not stored refs pending

Modeling Epidemic Spread: A Gaussian Process Regression Approach

Baike She, Lei Xin, Matthew Hale, Philip E. Par\'e

arxiv:2312.09384 v3 · 2023-12-14 · stat.ML · cs.SY · eess.SY · physics.soc-ph

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{57TAQBPWU32GVVRSHIB4NITTEJ}

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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 2026-07-05T11:24:02.095118Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

efe60805f6a6f46ad6323a03c6a2732273eef112fca9c7e6244f76219a751a15

Aliases

arxiv: 2312.09384 · arxiv_version: 2312.09384v3 · doi: 10.48550/arxiv.2312.09384 · pith_short_12: 57TAQBPWU32G · pith_short_16: 57TAQBPWU32GVVRS · pith_short_8: 57TAQBPW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/57TAQBPWU32GVVRSHIB4NITTEJ \
  | 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: efe60805f6a6f46ad6323a03c6a2732273eef112fca9c7e6244f76219a751a15
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "dcc7fd74a6f54bbc904df54f6ee5a9df6217e24f5bfd6eace8ad13b54b8a69d7",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY",
      "physics.soc-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-12-14T22:45:01Z",
    "title_canon_sha256": "e97cc179dc0bee68e0139e0fee9c15e2ddd743c94c2d2df8217904ef81e1bdc6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.09384",
    "kind": "arxiv",
    "version": 3
  }
}