Pith Number

pith:MPXJMOOS

pith:2024:MPXJMOOSYZBGI4DDULDYFG74SL

not attested not anchored not stored refs pending

Non-Myopic Multi-Objective Bayesian Optimization

Alaleh Ahmadianshalchi, Barbara Engelhardt, Janardhan Rao Doppa, Stefano Ermon, Syrine Belakaria

arxiv:2412.08085 v2 · 2024-12-11 · 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{MPXJMOOSYZBGI4DDULDYFG74SL}

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	2026-07-05T10:56:36.662693Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63ee9639d2c642647063a2c7829bfc92d2e6ab51c75586712f90cd7279f99556

Aliases

arxiv: 2412.08085 · arxiv_version: 2412.08085v2 · doi: 10.48550/arxiv.2412.08085 · pith_short_12: MPXJMOOSYZBG · pith_short_16: MPXJMOOSYZBGI4DD · pith_short_8: MPXJMOOS

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/MPXJMOOSYZBGI4DDULDYFG74SL \
  | 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: 63ee9639d2c642647063a2c7829bfc92d2e6ab51c75586712f90cd7279f99556

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0117515f1f2932fd09b15fd13a044861ec8da271a59d5b55397f02a486629e81",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-11T04:05:29Z",
    "title_canon_sha256": "f4cbdbf2e220a52779f7ed6095daa6cd38af3dd442f5c1da4534fc2799bdf324"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.08085",
    "kind": "arxiv",
    "version": 2
  }
}