Pith Number

pith:OPBXTMPM

pith:2023:OPBXTMPMMN62RWRN3B6DGDREY7

not attested not anchored not stored refs pending

Transfer Learning for Bayesian Optimization: A Survey

Bin Cui, Tianyi Bai, Wentao Zhang, Xinyi Zhang, Yang Li, Yu Shen

arxiv:2302.05927 v1 · 2023-02-12 · 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{OPBXTMPMMN62RWRN3B6DGDREY7}

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

2 papers in Pith

Bayesian Optimization of a Multi-Product Chemical Reactor Using Composite Models and Partial Physics Knowledge

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

Receipt and verification

First computed	2026-07-05T05:41:00.113800Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

73c379b1ec637da8da2dd87c330e24c7da58fe028dd1454d50c72e60048bb589

Aliases

arxiv: 2302.05927 · arxiv_version: 2302.05927v1 · doi: 10.48550/arxiv.2302.05927 · pith_short_12: OPBXTMPMMN62 · pith_short_16: OPBXTMPMMN62RWRN · pith_short_8: OPBXTMPM

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/OPBXTMPMMN62RWRN3B6DGDREY7 \
  | 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: 73c379b1ec637da8da2dd87c330e24c7da58fe028dd1454d50c72e60048bb589

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "25ef0bc4b700cbc7801fbcfc6d71ea7b6dc3fc1aa74a0a3acdb5ede320d1413e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-12T14:37:25Z",
    "title_canon_sha256": "7ce01131a847e5cd75011d296f76a44ee732a84ef8d6dd13174affdf266dd21d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.05927",
    "kind": "arxiv",
    "version": 1
  }
}