Pith Number

pith:XFRJGXPR

pith:2023:XFRJGXPRNT6TML5RN7IHQEWZQK

not attested not anchored not stored refs pending

Contextualized Policy Recovery: Modeling and Interpreting Medical Decisions with Adaptive Imitation Learning

Benjamin J. Lengerich, Caleb N. Ellington, Eric P. Xing, Jannik Deuschel, Pascal Friederich, Yingtao Luo

arxiv:2310.07918 v4 · 2023-10-11 · cs.LG · cs.AI · 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{XFRJGXPRNT6TML5RN7IHQEWZQK}

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

Patient-Specific Models of Treatment Effects Explain Heterogeneity in Tuberculosis

Receipt and verification

First computed	2026-07-05T08:16:42.991233Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b962935df16cfd362fb16fd07812d982b0dda897b26042d7563c05b7e09dac1f

Aliases

arxiv: 2310.07918 · arxiv_version: 2310.07918v4 · doi: 10.48550/arxiv.2310.07918 · pith_short_12: XFRJGXPRNT6T · pith_short_16: XFRJGXPRNT6TML5R · pith_short_8: XFRJGXPR

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/XFRJGXPRNT6TML5RN7IHQEWZQK \
  | 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: b962935df16cfd362fb16fd07812d982b0dda897b26042d7563c05b7e09dac1f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d84e57978bd10a751d913f4bc3b8f1fa69252513c8aba37be1f87a7d28958ab",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-11T22:17:37Z",
    "title_canon_sha256": "4ec64ff4baf0d73af0813c34fc43053f9ede65f81a69bb7bf86daea898163e97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.07918",
    "kind": "arxiv",
    "version": 4
  }
}