Pith. sign in
Pith Number

pith:2YF7SCXH

pith:2024:2YF7SCXHOGEWQCTXPNR5EIIWXN
not attested not anchored not stored refs pending

Using machine learning to inform harvest control rule design in complex fishery settings

Carl Boettiger, Carl J. Walters, Christopher L. Cahill, Felipe Montealegre-Mora

arxiv:2412.12400 v2 · 2024-12-16 · q-bio.PE · cs.LG · q-bio.QM

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2YF7SCXHOGEWQCTXPNR5EIIWXN}

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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 2026-07-05T11:53:43.254982Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d60bf90ae77189680a777b63d22116bb71c3daa5f5fa3a28a9168a25f4232f18

Aliases

arxiv: 2412.12400 · arxiv_version: 2412.12400v2 · doi: 10.48550/arxiv.2412.12400 · pith_short_12: 2YF7SCXHOGEW · pith_short_16: 2YF7SCXHOGEWQCTX · pith_short_8: 2YF7SCXH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2YF7SCXHOGEWQCTXPNR5EIIWXN \
  | 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: d60bf90ae77189680a777b63d22116bb71c3daa5f5fa3a28a9168a25f4232f18
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c057423af35855b9dfc421ff6b1fe758ae8e9e20e674da6089a2ec7adc835e3a",
    "cross_cats_sorted": [
      "cs.LG",
      "q-bio.QM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-bio.PE",
    "submitted_at": "2024-12-16T23:13:00Z",
    "title_canon_sha256": "a547dd7637b5408bf6776f9e61bcc35406c47d0574d594572999db0cfd2bac79"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12400",
    "kind": "arxiv",
    "version": 2
  }
}