Pith Number

pith:QSGPXNLE

pith:2022:QSGPXNLEPIL2LKFSYYIDZZZULU

not attested not anchored not stored refs pending

Bayesian Optimization Over Iterative Learners with Structured Responses: A Budget-aware Planning Approach

Janardhan Rao Doppa, Nicolo Fusi, Rishit Sheth, Syrine Belakaria

arxiv:2206.12708 v3 · 2022-06-25 · 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{QSGPXNLEPIL2LKFSYYIDZZZULU}

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

Non-Myopic Multi-Objective Bayesian Optimization

Receipt and verification

First computed	2026-07-05T05:45:30.183714Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

848cfbb5647a17a5a8b2c6103ce7345d17b644301f3f96394cdbfd36eb9e34c3

Aliases

arxiv: 2206.12708 · arxiv_version: 2206.12708v3 · doi: 10.48550/arxiv.2206.12708 · pith_short_12: QSGPXNLEPIL2 · pith_short_16: QSGPXNLEPIL2LKFS · pith_short_8: QSGPXNLE

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/QSGPXNLEPIL2LKFSYYIDZZZULU \
  | 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: 848cfbb5647a17a5a8b2c6103ce7345d17b644301f3f96394cdbfd36eb9e34c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6275fd26d2bb324cd5ba52dba51ed0affe43d96de932a22098e5baf8a7f6db8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-25T18:44:06Z",
    "title_canon_sha256": "9ca59ac2a322554ec79adc0f16bf96343b69c071b4fb26718667820324e9d36c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.12708",
    "kind": "arxiv",
    "version": 3
  }
}