Pith Number

pith:Z2FTFDOQ

pith:2022:Z2FTFDOQJTMWL3FHXKZ3UJUD34

not attested not anchored not stored refs pending

Exploring the Pareto front of multi-objective COVID-19 mitigation policies using reinforcement learning

Ann Now\'e, Conor F. Hayes, Diederik M. Roijers, Enda Howley, Lander Willem, Mathieu Reymond, Niel Hens, Patrick Mannion, Pieter Libin, Roxana R\u{a}dulescu, Steven Abrams

arxiv:2204.05027 v1 · 2022-04-11 · cs.LG · cs.AI · 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{Z2FTFDOQJTMWL3FHXKZ3UJUD34}

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	2026-07-05T04:13:16.747819Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce8b328dd04cd965eca7bab3ba2683df392ce23e5e324c8bc1357b4fe7ed04bf

Aliases

arxiv: 2204.05027 · arxiv_version: 2204.05027v1 · doi: 10.48550/arxiv.2204.05027 · pith_short_12: Z2FTFDOQJTMW · pith_short_16: Z2FTFDOQJTMWL3FH · pith_short_8: Z2FTFDOQ

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/Z2FTFDOQJTMWL3FHXKZ3UJUD34 \
  | 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: ce8b328dd04cd965eca7bab3ba2683df392ce23e5e324c8bc1357b4fe7ed04bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52e3f02c4fcaba677cf0d3014095f23e92133686884f4c2118ac83a10e055f8e",
    "cross_cats_sorted": [
      "cs.AI",
      "q-bio.PE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-11T11:55:06Z",
    "title_canon_sha256": "09fb379c944aefe98b323fed5bf9ef8acbddee6dd76d1fc2a903a2f552d74609"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.05027",
    "kind": "arxiv",
    "version": 1
  }
}