Pith Number

pith:LXJEZ7LF

pith:2024:LXJEZ7LFTXHTAYIARQCEGPU4AZ

not attested not anchored not stored refs pending

Understanding Fairness-Accuracy Trade-offs in Machine Learning Models: Does Promoting Fairness Undermine Performance?

Junhua Liu, Kwan Hui Lim, Roy Ka-Wei Lee

arxiv:2411.17374 v2 · 2024-11-26 · cs.CL · cs.AI · cs.IR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LXJEZ7LFTXHTAYIARQCEGPU4AZ}

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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	2026-07-05T11:59:55.445817Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5dd24cfd659dcf3061008c04433e9c06646877f2dcab567dcdfef9ca5edf73cf

Aliases

arxiv: 2411.17374 · arxiv_version: 2411.17374v2 · doi: 10.48550/arxiv.2411.17374 · pith_short_12: LXJEZ7LFTXHT · pith_short_16: LXJEZ7LFTXHTAYIA · pith_short_8: LXJEZ7LF

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/LXJEZ7LFTXHTAYIARQCEGPU4AZ \
  | 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: 5dd24cfd659dcf3061008c04433e9c06646877f2dcab567dcdfef9ca5edf73cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a55d7fff8d415f7edb6de7cf595dc45c69171a989249f60383c58a45b8181150",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-26T12:31:10Z",
    "title_canon_sha256": "b05bbe590797537b19d4c2187c74040bfec73a5155b58eac1a908339afd37ed8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.17374",
    "kind": "arxiv",
    "version": 2
  }
}