Pith Number

pith:DZPMHFDN

pith:2025:DZPMHFDNRS5PMBRWZTTA4IQVH3

not attested not anchored not stored refs pending

Simulation-Based Inference for Adaptive Experiments

Aur\'elien Bibaut, Brian M Cho, Nathan Kallus

arxiv:2506.02881 v1 · 2025-06-03 · stat.ME · 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{DZPMHFDNRS5PMBRWZTTA4IQVH3}

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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

Bandit Simulation for Average Reward Inference

Receipt and verification

First computed	2026-07-05T11:15:11.314408Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e5ec3946d8cbaf60636cce60e22153eed802b5b12b4db850bddc391a0de7118

Aliases

arxiv: 2506.02881 · arxiv_version: 2506.02881v1 · doi: 10.48550/arxiv.2506.02881 · pith_short_12: DZPMHFDNRS5P · pith_short_16: DZPMHFDNRS5PMBRW · pith_short_8: DZPMHFDN

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/DZPMHFDNRS5PMBRWZTTA4IQVH3 \
  | 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: 1e5ec3946d8cbaf60636cce60e22153eed802b5b12b4db850bddc391a0de7118

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "60dfde0e8ef9dd8edd3c68611a8ff8ea01cc18b46bc2f1f2959a855282419a93",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2025-06-03T13:46:59Z",
    "title_canon_sha256": "1c4fa305fe7fbe7a9a1a3ddcef617040e1b1e9bf2370d309932d64bf372a39ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.02881",
    "kind": "arxiv",
    "version": 1
  }
}