Pith Number

pith:2DKZ5O4W

pith:2022:2DKZ5O4W4GF2M6LJGVZP2FYGXT

not attested not anchored not stored refs pending

Quantile Off-Policy Evaluation via Deep Conditional Generative Learning

Chengchun Shi, Lan Wang, Rui Song, Shikai Luo, Yang Xu

arxiv:2212.14466 v1 · 2022-12-29 · 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{2DKZ5O4W4GF2M6LJGVZP2FYGXT}

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	2026-07-05T05:29:10.543620Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d0d59ebb96e18ba679693572fd1706bcf2ed6fb08aa07298f9eeadab135dd1ff

Aliases

arxiv: 2212.14466 · arxiv_version: 2212.14466v1 · doi: 10.48550/arxiv.2212.14466 · pith_short_12: 2DKZ5O4W4GF2 · pith_short_16: 2DKZ5O4W4GF2M6LJ · pith_short_8: 2DKZ5O4W

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/2DKZ5O4W4GF2M6LJGVZP2FYGXT \
  | 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: d0d59ebb96e18ba679693572fd1706bcf2ed6fb08aa07298f9eeadab135dd1ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31be80b785c011d5281b36b9a3912b0a401e2bef4c0bd8658bf4588b430e7156",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-12-29T22:01:43Z",
    "title_canon_sha256": "b9ff9fa9cca17a482f00b5ce872970242e90649bf8e6f38f7b9c730de9dfb021"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.14466",
    "kind": "arxiv",
    "version": 1
  }
}