Pith Number

pith:37JQLTYH

pith:2023:37JQLTYHT2ECEO4JYV2EPY62GC

not attested not anchored not stored refs pending

Modern Bayesian Experimental Design

Adam Foster, Desi R Ivanova, Freddie Bickford Smith, Tom Rainforth

arxiv:2302.14545 v2 · 2023-02-28 · stat.ML · cs.AI · cs.LG · stat.CO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{37JQLTYHT2ECEO4JYV2EPY62GC}

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

When Representative Samples Produce Worse Outcomes: Scale-up Decisions and Testing in Small-Budget RCTs

CA-BED: Conversation-Aware Bayesian Experimental Design

Efficient and Principled Scientific Discovery through Bayesian Optimization: A Tutorial

Receipt and verification

First computed	2026-07-05T07:18:09.397894Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dfd305cf079e88223b89c57447e3da30add4570c1795d73b737cd3c566ff85b2

Aliases

arxiv: 2302.14545 · arxiv_version: 2302.14545v2 · doi: 10.48550/arxiv.2302.14545 · pith_short_12: 37JQLTYHT2EC · pith_short_16: 37JQLTYHT2ECEO4J · pith_short_8: 37JQLTYH

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/37JQLTYHT2ECEO4JYV2EPY62GC \
  | 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: dfd305cf079e88223b89c57447e3da30add4570c1795d73b737cd3c566ff85b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64aaa3f8d59f50d95b743c40578805b9e44d54cdb55b9cc92514d6bd1ff100e8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.CO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-02-28T13:10:04Z",
    "title_canon_sha256": "7e7c48b65c8394f0d2a044d02741dc4294400f6fae738a7ff2ae79a46d24630b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.14545",
    "kind": "arxiv",
    "version": 2
  }
}