Pith Number

pith:2KXSHIC5

pith:2025:2KXSHIC5WIWPTZMSFPXW2TPPHB

not attested not anchored not stored refs pending

Preferential Multi-Objective Bayesian Optimization for Drug Discovery

Ari Glenn, Edward A. Pham, Jeffrey S. Glenn, Long-Hung Pham, Sang T. Truong, Sanmi Koyejo, Tai Dang, Thang Luong, Wendy Nguyen

arxiv:2503.16841 v1 · 2025-03-21 · cs.LG · cs.HC · q-bio.BM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2KXSHIC5WIWPTZMSFPXW2TPPHB}

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	2026-07-05T10:36:51.133212Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2af23a05db22cf9e5922bef6d4def3840792c3a789d513daa5d97163743293d

Aliases

arxiv: 2503.16841 · arxiv_version: 2503.16841v1 · doi: 10.48550/arxiv.2503.16841 · pith_short_12: 2KXSHIC5WIWP · pith_short_16: 2KXSHIC5WIWPTZMS · pith_short_8: 2KXSHIC5

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/2KXSHIC5WIWPTZMSFPXW2TPPHB \
  | 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: d2af23a05db22cf9e5922bef6d4def3840792c3a789d513daa5d97163743293d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe6ce40c96c06c471de371cbc166641367b7e5da181bc6770741074b044b4371",
    "cross_cats_sorted": [
      "cs.HC",
      "q-bio.BM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-21T04:27:06Z",
    "title_canon_sha256": "39bf1f65ce7bc06959cba5a43fc42543cb2f5edd142ce02287b76db004f9ba4a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.16841",
    "kind": "arxiv",
    "version": 1
  }
}