Pith Number

pith:BOIKPQRO

pith:2024:BOIKPQROP57B4VXZJFLM3WJB3P

not attested not anchored not stored refs pending

Principled Bayesian Optimisation in Collaboration with Human Experts

Colin N. Jones, Masaki Adachi, Michael A. Osborne, Wenjie Xu

arxiv:2410.10452 v1 · 2024-10-14 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BOIKPQROP57B4VXZJFLM3WJB3P}

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

Battery-Sim-Agent: Leveraging LLM-Agent for Inverse Battery Parameter Estimation

Receipt and verification

First computed	2026-07-05T09:20:16.545194Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b90a7c22e7f7e1e56f94956cdd921dbc32602cc641f816729bfe798da9ba743

Aliases

arxiv: 2410.10452 · arxiv_version: 2410.10452v1 · doi: 10.48550/arxiv.2410.10452 · pith_short_12: BOIKPQROP57B · pith_short_16: BOIKPQROP57B4VXZ · pith_short_8: BOIKPQRO

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/BOIKPQROP57B4VXZJFLM3WJB3P \
  | 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: 0b90a7c22e7f7e1e56f94956cdd921dbc32602cc641f816729bfe798da9ba743

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08d60a94ed218638bc4bb61793ceae1814fb2cdca14161bf016b12666b04f4d5",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-14T12:46:02Z",
    "title_canon_sha256": "388a6ff29ad669923e27d61cf2100c9278cf063fcafd9332b1764a6a409d6182"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.10452",
    "kind": "arxiv",
    "version": 1
  }
}