Pith. sign in
Pith Number

pith:3GYIGXOA

pith:2024:3GYIGXOAZTR5VQGPLI5C7MDKEU
not attested not anchored not stored refs pending

ConfigX: Modular Configuration for Evolutionary Algorithms via Multitask Reinforcement Learning

Hongshu Guo, Jiacheng Chen, Xinglin Zhang, Yining Ma, Yue-Jiao Gong, Zeyuan Ma, Zhiguang Cao

arxiv:2412.07507 v2 · 2024-12-10 · cs.LG · cs.NE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3GYIGXOAZTR5VQGPLI5C7MDKEU}

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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 2026-07-05T09:49:13.867486Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d9b0835dc0cce3dac0cf5a3a2fb06a2512c5ff612a7cc818e4d3dbf96cc5601a

Aliases

arxiv: 2412.07507 · arxiv_version: 2412.07507v2 · doi: 10.48550/arxiv.2412.07507 · pith_short_12: 3GYIGXOAZTR5 · pith_short_16: 3GYIGXOAZTR5VQGP · pith_short_8: 3GYIGXOA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3GYIGXOAZTR5VQGPLI5C7MDKEU \
  | 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: d9b0835dc0cce3dac0cf5a3a2fb06a2512c5ff612a7cc818e4d3dbf96cc5601a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8d76e3c9695913ee754df793979f1745f11048b2d865f606ff3cc23809067c4c",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T13:43:51Z",
    "title_canon_sha256": "f9160a632fff482cb83b0e61f47c3dcda9301e9212d4bbc897dec5e2af6324ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07507",
    "kind": "arxiv",
    "version": 2
  }
}