Pith Number

pith:UWSIMAY2

pith:2025:UWSIMAY2ICE3RDIZZWWEXMPGXB

not attested not anchored not stored refs pending

Bayesian Optimization for General Reaction Conditions

Agustinus Kristiadi, Al\'an Aspuru-Guzik, Cher Tian Ser, Ella Miray Rajaonson, Felix Strieth-Kalthoff, Kjell Jorner, Mohammad Haddadnia, Shi Xuan Leong, Stefan P. Schmid

arxiv:2502.18966 v2 · 2025-02-26 · 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{UWSIMAY2ICE3RDIZZWWEXMPGXB}

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	2026-06-26T01:15:13.133487Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a5a486031a4089b88d19cdac4bb1e6b84d88ba24378a7d9bd128f6417803275a

Aliases

arxiv: 2502.18966 · arxiv_version: 2502.18966v2 · doi: 10.48550/arxiv.2502.18966 · pith_short_12: UWSIMAY2ICE3 · pith_short_16: UWSIMAY2ICE3RDIZ · pith_short_8: UWSIMAY2

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/UWSIMAY2ICE3RDIZZWWEXMPGXB \
  | 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: a5a486031a4089b88d19cdac4bb1e6b84d88ba24378a7d9bd128f6417803275a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98a41ef7a2c99b9fc66c7df2e429e6313e00a42670dfa2fdff9c0e37b999df8f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-26T09:25:48Z",
    "title_canon_sha256": "19f703dd8ac1fa7c16e5d03e7c84857339c5155c12d0d0ace8267ebf3aad6b6a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.18966",
    "kind": "arxiv",
    "version": 2
  }
}