Pith Number

pith:EQVP3M3P

pith:2023:EQVP3M3P5COJCI4ZTQIEMZ4OI4

not attested not anchored not stored refs pending

Adaptive Experimentation at Scale: A Computational Framework for Flexible Batches

Ethan Che, Hongseok Namkoong

arxiv:2303.11582 v4 · 2023-03-21 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EQVP3M3P5COJCI4ZTQIEMZ4OI4}

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

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

Receipt and verification

First computed	2026-07-05T06:41:13.985787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

242afdb36fe89c9123999c1046678e4734b71681e1f2aefedd09c928401e1104

Aliases

arxiv: 2303.11582 · arxiv_version: 2303.11582v4 · doi: 10.48550/arxiv.2303.11582 · pith_short_12: EQVP3M3P5COJ · pith_short_16: EQVP3M3P5COJCI4Z · pith_short_8: EQVP3M3P

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/EQVP3M3P5COJCI4ZTQIEMZ4OI4 \
  | 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: 242afdb36fe89c9123999c1046678e4734b71681e1f2aefedd09c928401e1104

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1fe59ec2e78758ed86729e050d65d8ddd8c04ff01625e9d4a00a6a23311fd37d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-21T04:17:03Z",
    "title_canon_sha256": "d8ae4f73295c39964620bd0d2ac79aa8310e504b5db5d1033da5943278d7aa98"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.11582",
    "kind": "arxiv",
    "version": 4
  }
}