Pith Number

pith:AWGFQFON

pith:2021:AWGFQFONQQSZPBKBVN7VOFLHJF

not attested not anchored not stored refs pending

HPOBench: A Collection of Reproducible Multi-Fidelity Benchmark Problems for HPO

Aaron Klein, Frank Hutter, Katharina Eggensperger, Marius Lindauer, Matthias Feurer, Neeratyoy Mallik, Noor Awad, Philipp M\"uller, Ren\'e Sass

arxiv:2109.06716 v3 · 2021-09-14 · 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{AWGFQFONQQSZPBKBVN7VOFLHJF}

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

4 papers in Pith

ASAP: Agent-System Co-Design for Wall-Clock-Centered Auto HPO Research for ML Experiments

RAISE: RAG Design as an Architecture Search Problem

BayMOTH: Bayesian optiMizatiOn with meTa-lookahead -- a simple approacH

Regime-Conditioned Evaluation in Multi-Context Bayesian Optimization

Receipt and verification

First computed	2026-07-05T05:04:02.430056Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

058c5815cd8425978541ab7f571567494ae31df7a515f2d3a21ebf5305a333b4

Aliases

arxiv: 2109.06716 · arxiv_version: 2109.06716v3 · doi: 10.48550/arxiv.2109.06716 · pith_short_12: AWGFQFONQQSZ · pith_short_16: AWGFQFONQQSZPBKB · pith_short_8: AWGFQFON

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/AWGFQFONQQSZPBKBVN7VOFLHJF \
  | 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: 058c5815cd8425978541ab7f571567494ae31df7a515f2d3a21ebf5305a333b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9e4eda791b888a6ad806a6cd886d5517e369d6946f26620469cb608e28101a3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-14T14:28:51Z",
    "title_canon_sha256": "f3f7cb4671916270825a3e2eea8ed99aed714850c81023de947a901255ac40b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.06716",
    "kind": "arxiv",
    "version": 3
  }
}