Pith Number

pith:CVYGC7EP

pith:2023:CVYGC7EP7URNYEXOV7ICAXWGMA

not attested not anchored not stored refs pending

A Flexible Framework for Incorporating Patient Preferences Into Q-Learning

Joshua P. Zitovsky, Leslie Wilson, Michael R. Kosorok, Yating Zou

arxiv:2307.12022 v2 · 2023-07-22 · stat.ML · cs.LG · stat.ME

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CVYGC7EP7URNYEXOV7ICAXWGMA}

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	2026-07-05T12:03:21.102891Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1570617c8ffd22dc12eeafd0205ec6600079ede768e3a85bb7819d40753b42bb

Aliases

arxiv: 2307.12022 · arxiv_version: 2307.12022v2 · doi: 10.48550/arxiv.2307.12022 · pith_short_12: CVYGC7EP7URN · pith_short_16: CVYGC7EP7URNYEXO · pith_short_8: CVYGC7EP

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/CVYGC7EP7URNYEXOV7ICAXWGMA \
  | 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: 1570617c8ffd22dc12eeafd0205ec6600079ede768e3a85bb7819d40753b42bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c761b3a1684760956b1e71ffefa74610e6115b02c760f1af56206949a6469cbe",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-07-22T08:58:07Z",
    "title_canon_sha256": "d24411a746df9cf335e02c6579ad931f2f339e2a22837c91339e07bced10995b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.12022",
    "kind": "arxiv",
    "version": 2
  }
}