Pith Number

pith:VFSLB6XV

pith:2025:VFSLB6XVTAQF2LSV5ICZY67HQN

not attested not anchored not stored refs pending

MaxShapley: Towards Incentive-compatible Generative Search with Fair Context Attribution

Giulia Fanti, Mingxun Zhou, Sara Patel

arxiv:2512.05958 v2 · 2025-12-05 · 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{VFSLB6XVTAQF2LSV5ICZY67HQN}

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

In-Context Credit Assignment via the Core

Receipt and verification

First computed	2026-05-20T01:05:03.462124Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a964b0faf598205d2e55ea059c7be7837121673031c25bb2a31dd88ab66ed28e

Aliases

arxiv: 2512.05958 · arxiv_version: 2512.05958v2 · doi: 10.48550/arxiv.2512.05958 · pith_short_12: VFSLB6XVTAQF · pith_short_16: VFSLB6XVTAQF2LSV · pith_short_8: VFSLB6XV

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/VFSLB6XVTAQF2LSV5ICZY67HQN \
  | 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: a964b0faf598205d2e55ea059c7be7837121673031c25bb2a31dd88ab66ed28e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62379ff006fcaadea15653d86cb51952df8136ca1120c31b1fb04fafacfa1fc4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-05T18:54:21Z",
    "title_canon_sha256": "f07fd72444f7993ec6912347d2ac9a788ea2b7fe72d722ddae399465c377e6b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.05958",
    "kind": "arxiv",
    "version": 2
  }
}