Pith Number

pith:ICO3OJFP

pith:2022:ICO3OJFPYB2JSDF2SA5ALPNDVI

not attested not anchored not stored refs pending

Design-Bench: Benchmarks for Data-Driven Offline Model-Based Optimization

Aviral Kumar, Brandon Trabucco, Sergey Levine, Xinyang Geng

arxiv:2202.08450 v1 · 2022-02-17 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ICO3OJFPYB2JSDF2SA5ALPNDVI}

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

Human-in-the-Loop Meta Bayesian Optimization for Fusion Energy and Scientific Applications

Receipt and verification

First computed	2026-07-05T03:57:45.932762Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

409db724afc074990cba903a05bda3aa0fe2ee66b3142c4a713f14cbd4ea5f81

Aliases

arxiv: 2202.08450 · arxiv_version: 2202.08450v1 · doi: 10.48550/arxiv.2202.08450 · pith_short_12: ICO3OJFPYB2J · pith_short_16: ICO3OJFPYB2JSDF2 · pith_short_8: ICO3OJFP

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/ICO3OJFPYB2JSDF2SA5ALPNDVI \
  | 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: 409db724afc074990cba903a05bda3aa0fe2ee66b3142c4a713f14cbd4ea5f81

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1938eeb88cfe8b922986e6706d7fc3fd241c8f56df6e07835420ae2101a18552",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-17T05:33:27Z",
    "title_canon_sha256": "6b280c1db3db86637d838d99efe2bc2fbde76122a8057a0fa0964e4cd42e12a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.08450",
    "kind": "arxiv",
    "version": 1
  }
}