Pith Number

pith:VQF3WB45

pith:2023:VQF3WB45AQMHXPLJ2GTYBBJQWP

not attested not anchored not stored refs pending

Learning Optimal and Fair Policies for Online Allocation of Scarce Societal Resources from Data Collected in Deployment

Bill Tang, \c{C}a\u{g}{\i}l Ko\c{c}yi\u{g}it, Eric Rice, Phebe Vayanos

arxiv:2311.13765 v2 · 2023-11-23 · math.OC · cs.LG · physics.soc-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VQF3WB45AQMHXPLJ2GTYBBJQWP}

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

Learning Fair Demand Models

Receipt and verification

First computed	2026-07-05T11:52:12.150306Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac0bbb079d04187bbd69d1a7808530b3c375de2758f836445b9b65651835473b

Aliases

arxiv: 2311.13765 · arxiv_version: 2311.13765v2 · doi: 10.48550/arxiv.2311.13765 · pith_short_12: VQF3WB45AQMH · pith_short_16: VQF3WB45AQMHXPLJ · pith_short_8: VQF3WB45

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/VQF3WB45AQMHXPLJ2GTYBBJQWP \
  | 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: ac0bbb079d04187bbd69d1a7808530b3c375de2758f836445b9b65651835473b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c5d8c231ec6e3e77e2d637f9f0bb9ecafb51a5436a64f54509df3b75ada5de0",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.soc-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2023-11-23T01:40:41Z",
    "title_canon_sha256": "de7593de38f458b1fad9f67231da165b6b46772c05db8eef55d9c593cdf5ee57"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.13765",
    "kind": "arxiv",
    "version": 2
  }
}