Pith Number

pith:FOYGTZBO

pith:2021:FOYGTZBORGLODEKLHSQMOJPHYP

not attested not anchored not stored refs pending

Off-Policy Risk Assessment in Contextual Bandits

Audrey Huang, Kamyar Azizzadenesheli, Liu Leqi, Zachary C. Lipton

arxiv:2104.08977 v2 · 2021-04-18 · 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{FOYGTZBORGLODEKLHSQMOJPHYP}

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

Uncertainty Quantification and Causal Considerations for Off-Policy Decision Making

Receipt and verification

First computed	2026-07-05T02:53:01.826463Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2bb069e42e8996e1914b3ca0c725e7c3cfec9f8ebd377c6582bc650f881a4f90

Aliases

arxiv: 2104.08977 · arxiv_version: 2104.08977v2 · doi: 10.48550/arxiv.2104.08977 · pith_short_12: FOYGTZBORGLO · pith_short_16: FOYGTZBORGLODEKL · pith_short_8: FOYGTZBO

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/FOYGTZBORGLODEKLHSQMOJPHYP \
  | 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: 2bb069e42e8996e1914b3ca0c725e7c3cfec9f8ebd377c6582bc650f881a4f90

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a80420d5ad8f7e1cedbc6ed3d851aa8600be1e044a998d17d9f0e7270106ba13",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-18T23:27:40Z",
    "title_canon_sha256": "92b74dd5b2df9fb143c2bc6f66e2bccc418219cab67c0eff0f2af778d5746b78"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.08977",
    "kind": "arxiv",
    "version": 2
  }
}