Pith Number

pith:X3FW6YQT

pith:2020:X3FW6YQTEVTYVQV5NGVMBU7T6W

not attested not anchored not stored refs pending

The challenges of deploying artificial intelligence models in a rapidly evolving pandemic

Danail Stoyanov, David J Hawkes, Geoffrey JM Parker, John R Hurst, Joseph Jacob, Yipeng Hu

arxiv:2005.12137 v1 · 2020-05-19 · cs.CY · 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{X3FW6YQTEVTYVQV5NGVMBU7T6W}

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	2026-07-05T01:05:30.971174Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

becb6f621325678ac2bd69aac0d3f3f5833b93e36adc023e8109a78c600996ad

Aliases

arxiv: 2005.12137 · arxiv_version: 2005.12137v1 · doi: 10.48550/arxiv.2005.12137 · pith_short_12: X3FW6YQTEVTY · pith_short_16: X3FW6YQTEVTYVQV5 · pith_short_8: X3FW6YQT

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/X3FW6YQTEVTYVQV5NGVMBU7T6W \
  | 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: becb6f621325678ac2bd69aac0d3f3f5833b93e36adc023e8109a78c600996ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d164146f82c7ee3b0867f24792d68dbf7cfb1e87368355dc84ae76252e50a4b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2020-05-19T21:11:48Z",
    "title_canon_sha256": "b6c6b1452a7457ccf102d307da80fd533a443f5bb0884825dd30fad6344281f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.12137",
    "kind": "arxiv",
    "version": 1
  }
}