Pith. sign in
Pith Number

pith:2UYTV2JH

pith:2025:2UYTV2JHR4FPIFZPKKB4DQ26TZ
not attested not anchored not stored refs pending

Predator-Prey Model: Driven Hunt for Accelerated Grokking

A. N. Pechen, I. A. Lopatin, S. V. Kozyrev

arxiv:2509.10562 v1 · 2025-09-10 · cs.NE · nlin.AO

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2UYTV2JHR4FPIFZPKKB4DQ26TZ}

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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 2026-07-05T12:11:23.491231Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d5313ae9278f0af4172f5283c1c35e9e75244b7ffbafdc52e32e14af2a1a27d4

Aliases

arxiv: 2509.10562 · arxiv_version: 2509.10562v1 · doi: 10.48550/arxiv.2509.10562 · pith_short_12: 2UYTV2JHR4FP · pith_short_16: 2UYTV2JHR4FPIFZP · pith_short_8: 2UYTV2JH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2UYTV2JHR4FPIFZPKKB4DQ26TZ \
  | 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: d5313ae9278f0af4172f5283c1c35e9e75244b7ffbafdc52e32e14af2a1a27d4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1d7f6b6ac426b1615d66ec284ef8741823f595a72866811e81a0193592a18d02",
    "cross_cats_sorted": [
      "nlin.AO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2025-09-10T08:27:29Z",
    "title_canon_sha256": "5c34cc835373599458a76b603ef559acd0997b31d256bb27f8805d7623b3a822"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.10562",
    "kind": "arxiv",
    "version": 1
  }
}