Pith Number

pith:Q67NQ3WB

pith:2020:Q67NQ3WBHNM2EYCPZYNPUDTNK6

not attested not anchored not stored refs pending

Machine Learning-Powered Mitigation Policy Optimization in Epidemiological Models

Frederick H. Streitz, Jayaraman J. Thiagarajan, Peer-Timo Bremer, Rushil Anirudh, Sara Y. Del Valle, Timothy C. Germann

arxiv:2010.08478 v1 · 2020-10-16 · cs.LG · cs.CY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q67NQ3WBHNM2EYCPZYNPUDTNK6}

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	2026-07-05T01:43:35.293909Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

87bed86ec13b59a2604fce1afa0e6d57972070ddc7d4ac39bc5ee8e3c4581826

Aliases

arxiv: 2010.08478 · arxiv_version: 2010.08478v1 · doi: 10.48550/arxiv.2010.08478 · pith_short_12: Q67NQ3WBHNM2 · pith_short_16: Q67NQ3WBHNM2EYCP · pith_short_8: Q67NQ3WB

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/Q67NQ3WBHNM2EYCPZYNPUDTNK6 \
  | 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: 87bed86ec13b59a2604fce1afa0e6d57972070ddc7d4ac39bc5ee8e3c4581826

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94da252f0d3ed5eacee44cf1a42eeb71d7e24882cebc8e2c0c3fff9d7092c372",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-16T16:27:17Z",
    "title_canon_sha256": "377039188e1ad0bfd1f614e5ad9cf8f6046290ca252e80e125f2aa2b1a89f33c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.08478",
    "kind": "arxiv",
    "version": 1
  }
}