Pith Number

pith:BNJRUR54

pith:2024:BNJRUR5467DWZJXMSN5Q246O57

not attested not anchored not stored refs pending

How Useful is Intermittent, Asynchronous Expert Feedback for Bayesian Optimization?

Agustinus Kristiadi, Felix Strieth-Kalthoff, Geoff Pleiss, Pascal Poupart, Sriram Ganapathi Subramanian, Vincent Fortuin

arxiv:2406.06459 v1 · 2024-06-10 · 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{BNJRUR5467DWZJXMSN5Q246O57}

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

Efficient and Principled Scientific Discovery through Bayesian Optimization: A Tutorial

Receipt and verification

First computed	2026-07-05T08:29:42.673945Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b531a47bcf7c76ca6ec937b0d73ceefcb8764a74996bac897165765d395bccf

Aliases

arxiv: 2406.06459 · arxiv_version: 2406.06459v1 · doi: 10.48550/arxiv.2406.06459 · pith_short_12: BNJRUR5467DW · pith_short_16: BNJRUR5467DWZJXM · pith_short_8: BNJRUR54

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/BNJRUR5467DWZJXMSN5Q246O57 \
  | 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: 0b531a47bcf7c76ca6ec937b0d73ceefcb8764a74996bac897165765d395bccf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d012d2e739fcb08a7fdd878d1bcab0e26f95c4ed667308eaef613b8b12df577",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-10T16:53:58Z",
    "title_canon_sha256": "493ee720aed9f370714e03d593eb0164166aeca06e241ad23eaa702220d50453"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.06459",
    "kind": "arxiv",
    "version": 1
  }
}