Pith Number

pith:MLFBLOWJ

pith:2025:MLFBLOWJOAHCC6QLTG2PX4HYOU

not attested not anchored not stored refs pending

A Critical Review of Predominant Bias in Neural Networks

Hanchen Xie, Jiageng Zhu, Jiazhi Li, Mahyar Khayatkhoei, Mohamed E. Hussein, Wael AbdAlmageed

arxiv:2502.11031 v1 · 2025-02-16 · 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{MLFBLOWJOAHCC6QLTG2PX4HYOU}

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	2026-07-05T10:15:02.713505Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62ca15bac9700e217a0b99b4fbf0f87517b16a807f9fdbf560c9ba5b35497231

Aliases

arxiv: 2502.11031 · arxiv_version: 2502.11031v1 · doi: 10.48550/arxiv.2502.11031 · pith_short_12: MLFBLOWJOAHC · pith_short_16: MLFBLOWJOAHCC6QL · pith_short_8: MLFBLOWJ

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/MLFBLOWJOAHCC6QLTG2PX4HYOU \
  | 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: 62ca15bac9700e217a0b99b4fbf0f87517b16a807f9fdbf560c9ba5b35497231

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c6a106ea9170955eaca6149530a285bd71e813ef564c0d38e6c42159c4b59a6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-16T07:55:19Z",
    "title_canon_sha256": "dff71ce0fab5dce073b452213179247391eb78921e573dec7bae81e8425e3cf7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11031",
    "kind": "arxiv",
    "version": 1
  }
}