Pith. sign in
Pith Number

pith:NQBONTR5

pith:2021:NQBONTR5DNH33IBL5NCUMRN7BN
not attested not anchored not stored refs pending

Interpretable Personalized Experimentation

Adam Obeng, Daniel Jiang, Drew Dimmery, Eytan Bakshy, Hanson Wang, Han Wu, Mia Garrard, Sarah Tan, Shaun Singh, Weiwei Li

arxiv:2111.03267 v2 · 2021-11-05 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{NQBONTR5DNH33IBL5NCUMRN7BN}

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.
Receipt and verification
First computed 2026-07-05T04:46:33.614456Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

6c02e6ce3d1b4fbda02beb454645bf0b4b6a500d70740baf65083b783fa1f002

Aliases

arxiv: 2111.03267 · arxiv_version: 2111.03267v2 · doi: 10.48550/arxiv.2111.03267 · pith_short_12: NQBONTR5DNH3 · pith_short_16: NQBONTR5DNH33IBL · pith_short_8: NQBONTR5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/NQBONTR5DNH33IBL5NCUMRN7BN \
  | 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: 6c02e6ce3d1b4fbda02beb454645bf0b4b6a500d70740baf65083b783fa1f002
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "479e2d1b6815bd8cdfa41666adb3a5f413a28b4f1a019108bc726f6c4cef774e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-05T05:23:06Z",
    "title_canon_sha256": "71bcc74323bdc0220dddaede0b6b4bb5fbbd68e208266b081e5c2c0df5d59630"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.03267",
    "kind": "arxiv",
    "version": 2
  }
}