Pith Number

pith:BX5HIDIR

pith:2024:BX5HIDIR3R4X6PKUYBG3THXGS6

not attested not anchored not stored refs pending

Reconciling Model Multiplicity for Downstream Decision Making

Ally Yalei Du, Dung Daniel Ngo, Zhiwei Steven Wu

arxiv:2405.19667 v1 · 2024-05-30 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BX5HIDIR3R4X6PKUYBG3THXGS6}

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	2026-07-05T08:25:23.549561Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0dfa740d11dc797f3d54c04db99ee6978ced1e7211f6a98148ebd4dc6e952790

Aliases

arxiv: 2405.19667 · arxiv_version: 2405.19667v1 · doi: 10.48550/arxiv.2405.19667 · pith_short_12: BX5HIDIR3R4X · pith_short_16: BX5HIDIR3R4X6PKU · pith_short_8: BX5HIDIR

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/BX5HIDIR3R4X6PKUYBG3THXGS6 \
  | 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: 0dfa740d11dc797f3d54c04db99ee6978ced1e7211f6a98148ebd4dc6e952790

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ff76a309a875be68bd4e88478dcfc727e1120857ddc8b0980e5d145455e9551",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-30T03:36:46Z",
    "title_canon_sha256": "06bd75d921b1cf09d0c50e2835645ee30734031c75b7b94ae2e3eb09ed44d994"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.19667",
    "kind": "arxiv",
    "version": 1
  }
}