Pith Number

pith:VSNSVLMX

pith:2025:VSNSVLMX6X5A76CEEBX3S6JEN2

not attested not anchored not stored refs pending

FACTER: Fairness-Aware Conformal Thresholding and Prompt Engineering for Enabling Fair LLM-Based Recommender Systems

Arya Fayyazi, Massoud Pedram, Mehdi Kamal

arxiv:2502.02966 v1 · 2025-02-05 · cs.IR · cs.AI · cs.CY · 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{VSNSVLMX6X5A76CEEBX3S6JEN2}

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	2026-07-05T10:09:57.578185Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac9b2aad97f5fa0ff844206fb979246e8317de87dfd295c5e01e282872f8df06

Aliases

arxiv: 2502.02966 · arxiv_version: 2502.02966v1 · doi: 10.48550/arxiv.2502.02966 · pith_short_12: VSNSVLMX6X5A · pith_short_16: VSNSVLMX6X5A76CE · pith_short_8: VSNSVLMX

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/VSNSVLMX6X5A76CEEBX3S6JEN2 \
  | 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: ac9b2aad97f5fa0ff844206fb979246e8317de87dfd295c5e01e282872f8df06

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd51b4c6a3606d07684af4ac68908d85fbd4e68cb62001f30b338fea343f1924",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-02-05T08:07:04Z",
    "title_canon_sha256": "be6226b0625068511601c1c4ce7793e4c4b2484e0961ce6e505511e1d2be1ac2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02966",
    "kind": "arxiv",
    "version": 1
  }
}