Pith. sign in
Pith Number

pith:MGM5GVVL

pith:2025:MGM5GVVLEG2FH5YDVOVGGXX7SI
not attested not anchored not stored refs pending

OptiMindTune: A Multi-Agent Framework for Intelligent Hyperparameter Optimization

Meher Bhaskar Madiraju, Meher Sai Preetam Madiraju

arxiv:2505.19205 v2 · 2025-05-25 · cs.LG · cs.AI · cs.MA

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MGM5GVVLEG2FH5YDVOVGGXX7SI}

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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 2026-07-05T11:11:22.755590Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

6199d356ab21b453f703abaa635eff920c9b2d3540bd9b592ee4ba1d84d589b3

Aliases

arxiv: 2505.19205 · arxiv_version: 2505.19205v2 · doi: 10.48550/arxiv.2505.19205 · pith_short_12: MGM5GVVLEG2F · pith_short_16: MGM5GVVLEG2FH5YD · pith_short_8: MGM5GVVL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MGM5GVVLEG2FH5YDVOVGGXX7SI \
  | 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: 6199d356ab21b453f703abaa635eff920c9b2d3540bd9b592ee4ba1d84d589b3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "64148ac9a3fb63978345f3f5b4ad638a1aa09510d0406fdde92a0a2ad652d63c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-25T16:05:41Z",
    "title_canon_sha256": "b44ecb295ebf4f2b9c16d9bb5ff561f8b4e12265bb66ce2962bfde78da42040f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.19205",
    "kind": "arxiv",
    "version": 2
  }
}