Pith Number

pith:QSZPLFKN

pith:2023:QSZPLFKNSYI4QHJIZ4WBYHOE35

not attested not anchored not stored refs pending

Parallel-mentoring for Offline Model-based Optimization

Can Chen, Christopher Beckham, Christopher Pal, Xue Liu, Zixuan Liu

arxiv:2309.11592 v2 · 2023-09-20 · cs.CE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QSZPLFKNSYI4QHJIZ4WBYHOE35}

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

3 papers in Pith

Black-Box Optimization From Small Offline Datasets via Meta Learning with Synthetic Tasks

Receipt and verification

First computed	2026-07-05T06:58:59.762381Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84b2f5954d9611c81d28cf2c1c1dc4df6954c94804102e45258ffbec78c99d6e

Aliases

arxiv: 2309.11592 · arxiv_version: 2309.11592v2 · doi: 10.48550/arxiv.2309.11592 · pith_short_12: QSZPLFKNSYI4 · pith_short_16: QSZPLFKNSYI4QHJI · pith_short_8: QSZPLFKN

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/QSZPLFKNSYI4QHJIZ4WBYHOE35 \
  | 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: 84b2f5954d9611c81d28cf2c1c1dc4df6954c94804102e45258ffbec78c99d6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "768f5485c7f90d4d6542ef4282ed29a9be6c32f355b8fea20185497147b95151",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2023-09-20T19:07:01Z",
    "title_canon_sha256": "95ec7ecf6e0b3ffb4456f34386eadb9ed55852b23fafb7d5c344ba696bc2597c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.11592",
    "kind": "arxiv",
    "version": 2
  }
}