Pith Number

pith:4NIPP5LL

pith:2024:4NIPP5LLLTYYYH5RALX33JPF7M

not attested not anchored not stored refs pending

Offline Model-Based Optimization by Learning to Rank

Chao Qian, Haopu Shang, Ke Xue, Rong-Xi Tan, Sheng Fu, Shen-Huan Lyu, Yao Wang, Yaoyuan Wang

arxiv:2410.11502 v3 · 2024-10-15 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4NIPP5LLLTYYYH5RALX33JPF7M}

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.

Receipt and verification

First computed	2026-07-05T10:57:28.927468Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e350f7f56b5cf18c1fb102efbda5e5fb362f9a70b7fa6d15c0bd85d53e8c74a2

Aliases

arxiv: 2410.11502 · arxiv_version: 2410.11502v3 · doi: 10.48550/arxiv.2410.11502 · pith_short_12: 4NIPP5LLLTYY · pith_short_16: 4NIPP5LLLTYYYH5R · pith_short_8: 4NIPP5LL

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/4NIPP5LLLTYYYH5RALX33JPF7M \
  | 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: e350f7f56b5cf18c1fb102efbda5e5fb362f9a70b7fa6d15c0bd85d53e8c74a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f2f692aff99010c7e8ea703eb6d8091287460f7b97933bfa75498b9bbe93338",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-15T11:15:03Z",
    "title_canon_sha256": "fa3522b999c976080ec00c4320e359f8de5f758d8076f543c8f7aa8792fc8695"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.11502",
    "kind": "arxiv",
    "version": 3
  }
}