Pith Number

pith:54B4Q4D3

pith:2025:54B4Q4D365WQPC5WAM6AJDMCA5

not attested not anchored not stored refs pending

Guiding LLM Decision-Making with Fairness Reward Models

Kathleen McKeown, Melanie Subbiah, Richard Zemel, Thomas P Zollo, Zara Hall

arxiv:2507.11344 v1 · 2025-07-15 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{54B4Q4D365WQPC5WAM6AJDMCA5}

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.

Receipt and verification

First computed	2026-07-05T11:37:37.521138Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef03c8707bf76d078bb6033c048d820778b99f731985da6d616f1589eaece04d

Aliases

arxiv: 2507.11344 · arxiv_version: 2507.11344v1 · doi: 10.48550/arxiv.2507.11344 · pith_short_12: 54B4Q4D365WQ · pith_short_16: 54B4Q4D365WQPC5W · pith_short_8: 54B4Q4D3

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/54B4Q4D365WQPC5WAM6AJDMCA5 \
  | 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: ef03c8707bf76d078bb6033c048d820778b99f731985da6d616f1589eaece04d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f94c979d8f857c9e93252418410acdf7fceaa2a139285681faa4684baf14354c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-15T14:20:23Z",
    "title_canon_sha256": "310312dd46a26fd069f59acb0fa466dd0f18237a2bde09f8a2afc5ac70ecec43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.11344",
    "kind": "arxiv",
    "version": 1
  }
}