Pith Number

pith:XF7RK7VU

pith:2021:XF7RK7VUPSBPU6HRNFO6WXTS2D

not attested not anchored not stored refs pending

Interpretable Machine Learning for Resource Allocation with Application to Ventilator Triage

Carri Chan, Elizabeth Chuang, Julien Grand-Cl\'ement, Vineet Goyal, You Hui Goh

arxiv:2110.10994 v2 · 2021-10-21 · cs.LG · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XF7RK7VUPSBPU6HRNFO6WXTS2D}

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

The Limits of AI-Driven Allocation: Optimal Screening under Aleatoric Uncertainty

Receipt and verification

First computed	2026-07-05T09:33:22.402768Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b97f157eb47c82fa78f1695deb5e72d0e4d3b6a88703d580048edca8e6c9a667

Aliases

arxiv: 2110.10994 · arxiv_version: 2110.10994v2 · doi: 10.48550/arxiv.2110.10994 · pith_short_12: XF7RK7VUPSBP · pith_short_16: XF7RK7VUPSBPU6HR · pith_short_8: XF7RK7VU

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/XF7RK7VUPSBPU6HRNFO6WXTS2D \
  | 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: b97f157eb47c82fa78f1695deb5e72d0e4d3b6a88703d580048edca8e6c9a667

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbb5fa2486b2324dcca438a9ec563469acbe55def52178f7713e779fe0cc6c29",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-21T09:04:59Z",
    "title_canon_sha256": "7a85d409f7a49698a05957f4e5953539626c4153c18eed4bc685c77a144dbb7d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.10994",
    "kind": "arxiv",
    "version": 2
  }
}