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Pith Number

pith:GBQST56K

pith:2024:GBQST56KSDMGZ6PZVSCYADPKIX
not attested not anchored not stored refs pending

Evolution of Collective AI Beyond Individual Optimization

Hiroki Kojima, Norihiro Maruyama, Ryosuke Takata, Takashi Ikegami, Yingtao Tian, Yujin Tang

arxiv:2412.02085 v1 · 2024-12-03 · cs.MA · cs.AI

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\usepackage{pith}
\pithnumber{GBQST56KSDMGZ6PZVSCYADPKIX}

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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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T09:43:43.742274Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

306129f7ca90d86cf9f9ac85800dea45ef92d9ca61b89736060d94a3edea2216

Aliases

arxiv: 2412.02085 · arxiv_version: 2412.02085v1 · doi: 10.48550/arxiv.2412.02085 · pith_short_12: GBQST56KSDMG · pith_short_16: GBQST56KSDMGZ6PZ · pith_short_8: GBQST56K
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GBQST56KSDMGZ6PZVSCYADPKIX \
  | 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: 306129f7ca90d86cf9f9ac85800dea45ef92d9ca61b89736060d94a3edea2216
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d9392abd8ba06884d6c93cfb067310afe2ac1173f939d68397f9cd8da3a1b82a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-12-03T02:03:36Z",
    "title_canon_sha256": "663c2eea550a545151b5d3297c6ba9399c809f349b4bc913a318556dcf9017e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02085",
    "kind": "arxiv",
    "version": 1
  }
}