Pith Number

pith:KHC5H7WD

pith:2024:KHC5H7WDECSEKSION6YM64E6BJ

not attested not anchored not stored refs pending

Monte Carlo Tree Search based Space Transfer for Black-box Optimization

Chao Qian, Ke Xue, Lei Song, Shukuan Wang, Xiaobin Huang

arxiv:2412.07186 v1 · 2024-12-10 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KHC5H7WDECSEKSION6YM64E6BJ}

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

RL4RLA: Teaching ML to Discover Randomized Linear Algebra Algorithms Through Curriculum Design and Graph-Based Search

Receipt and verification

First computed	2026-07-05T09:47:05.392978Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

51c5d3fec320a445490e6fb0cf709e0a5ac7bb110159dcb6fd3082cd97ca6757

Aliases

arxiv: 2412.07186 · arxiv_version: 2412.07186v1 · doi: 10.48550/arxiv.2412.07186 · pith_short_12: KHC5H7WDECSE · pith_short_16: KHC5H7WDECSEKSIO · pith_short_8: KHC5H7WD

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/KHC5H7WDECSEKSION6YM64E6BJ \
  | 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: 51c5d3fec320a445490e6fb0cf709e0a5ac7bb110159dcb6fd3082cd97ca6757

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06174a6d16f267ae8c1990afd92c92a0a870755bb095565a002604a8e9ecd6a6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T04:52:26Z",
    "title_canon_sha256": "69eaf8d1d5cb0c9fb29ef177412c662d6b52433d769bc4a48969b2fa8cd4de25"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07186",
    "kind": "arxiv",
    "version": 1
  }
}