Pith. sign in
Pith Number

pith:ZEI44ZXY

pith:2024:ZEI44ZXYWAPYCGCPBROYKPLZD4
not attested not anchored not stored refs pending

Variational methods for Learning Multilevel Genetic Algorithms using the Kantorovich Monad

Anja M\"osch, Cameron Smith, Francesco Alesiani, Jonathan Warrell, Martin Renqiang Min

arxiv:2411.09779 v1 · 2024-11-14 · q-bio.PE · cs.NE · math.CT

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZEI44ZXYWAPYCGCPBROYKPLZD4}

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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 2026-07-05T09:35:38.087846Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c911ce66f8b01f81184f0c5d853d791f0157c91b305b6c9fa60918f42b4c8de2

Aliases

arxiv: 2411.09779 · arxiv_version: 2411.09779v1 · doi: 10.48550/arxiv.2411.09779 · pith_short_12: ZEI44ZXYWAPY · pith_short_16: ZEI44ZXYWAPYCGCP · pith_short_8: ZEI44ZXY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZEI44ZXYWAPYCGCPBROYKPLZD4 \
  | 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: c911ce66f8b01f81184f0c5d853d791f0157c91b305b6c9fa60918f42b4c8de2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0ff68b5a921215effded95259e3583f12d7376327e1610527fa5d08f8aeddc21",
    "cross_cats_sorted": [
      "cs.NE",
      "math.CT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-bio.PE",
    "submitted_at": "2024-11-14T19:47:19Z",
    "title_canon_sha256": "77a9e35a88cf644e12d715e95a511fbe735ccc448198c750b96f8f9ef1823e90"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.09779",
    "kind": "arxiv",
    "version": 1
  }
}