Pith Number

pith:6UP5UDUZ

pith:2025:6UP5UDUZOXAAYIFCNI5OK3UOOL

not attested not anchored not stored refs pending

LLM Agent for Hyper-Parameter Optimization

Jianqiu Peng, Menghao Hu, Mingjie Shao, Shuai Wang, Tong Zhang, Wanli Ni, Wanzhe Wang, Weihuang Zhong, Yixin Zhang

arxiv:2506.15167 v2 · 2025-06-18 · cs.IT · cs.AI · math.IT

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6UP5UDUZOXAAYIFCNI5OK3UOOL}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

SHM-Agents: A Generalist-Specialist Integrated Agent System for Structural Health Monitoring

Receipt and verification

First computed	2026-07-05T11:34:09.505985Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f51fda0e9975c00c20a26a3ae56e8e72c888456f77399eb4951259fc65854bfb

Aliases

arxiv: 2506.15167 · arxiv_version: 2506.15167v2 · doi: 10.48550/arxiv.2506.15167 · pith_short_12: 6UP5UDUZOXAA · pith_short_16: 6UP5UDUZOXAAYIFC · pith_short_8: 6UP5UDUZ

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/6UP5UDUZOXAAYIFCNI5OK3UOOL \
  | 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: f51fda0e9975c00c20a26a3ae56e8e72c888456f77399eb4951259fc65854bfb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be6e866b801660dd1922e6817e0e45eba26cb651d0faf88ad7aafb7a73fd53f4",
    "cross_cats_sorted": [
      "cs.AI",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2025-06-18T06:28:22Z",
    "title_canon_sha256": "7efcf61a0213629ce3e05aa15c6e438716194d54ed902fcbf5ac683495612b4a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.15167",
    "kind": "arxiv",
    "version": 2
  }
}