Pith Number

pith:3ZAKQE2L

pith:2026:3ZAKQE2LK5IE3ZRGEQL6IHU3LA

not attested not anchored not stored refs pending

Benchmarking Fairness in Spiking Neural Networks: Data Bias, Spurious Features, and Hardware Effects

Fukun Wang, Hudi He, Jiarui Liu, Qing Qing, Renqiang Luo, Shuhan Ye, Xikun Zhang, Xinyi Wang, Zhe Wang, Ziqi Xu

arxiv:2605.27407 v1 · 2026-05-08 · cs.NE · cs.AI · 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{3ZAKQE2LK5IE3ZRGEQL6IHU3LA}

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	2026-05-28T00:05:17.296087Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de40a8134b57504de6262417e41e9b5831fa3481d0aea1feff74c7058221ba47

Aliases

arxiv: 2605.27407 · arxiv_version: 2605.27407v1 · doi: 10.48550/arxiv.2605.27407 · pith_short_12: 3ZAKQE2LK5IE · pith_short_16: 3ZAKQE2LK5IE3ZRG · pith_short_8: 3ZAKQE2L

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/3ZAKQE2LK5IE3ZRGEQL6IHU3LA \
  | 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: de40a8134b57504de6262417e41e9b5831fa3481d0aea1feff74c7058221ba47

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f81587e30531a1cf4bbc5afb190043529337407c405551baefb9290eb468bbdb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2026-05-08T02:29:00Z",
    "title_canon_sha256": "ac00edf838813d80265680abe1f0834f518e031450c83e53c0f092b761d3e120"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.27407",
    "kind": "arxiv",
    "version": 1
  }
}