Pith Number

pith:MYZMJALN

pith:2022:MYZMJALNVREQEWVX4K6DSI26CU

not attested not anchored not stored refs pending

Conformal Off-Policy Prediction in Contextual Bandits

Arnaud Doucet, Jean-Francois Ton, Muhammad Faaiz Taufiq, Rob Cornish, Yee Whye Teh

arxiv:2206.04405 v2 · 2022-06-09 · stat.ML · 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{MYZMJALNVREQEWVX4K6DSI26CU}

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

Conformal Prediction for Verifiable Learned Query Optimization

Receipt and verification

First computed	2026-07-05T05:10:38.424208Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6632c4816dac49025ab7e2bc39235e153d5181225205a04a1e993bd2038751dd

Aliases

arxiv: 2206.04405 · arxiv_version: 2206.04405v2 · doi: 10.48550/arxiv.2206.04405 · pith_short_12: MYZMJALNVREQ · pith_short_16: MYZMJALNVREQEWVX · pith_short_8: MYZMJALN

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/MYZMJALNVREQEWVX4K6DSI26CU \
  | 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: 6632c4816dac49025ab7e2bc39235e153d5181225205a04a1e993bd2038751dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b171d7044f6a12bd3a9835d7b9e269b647154c90bbfdde7c10060ff1f01a9ec",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-06-09T10:39:33Z",
    "title_canon_sha256": "74d238fe558c8423f7d0f36f70e236969a071ffeadc74296b00a7e34f4fc2199"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.04405",
    "kind": "arxiv",
    "version": 2
  }
}