Pith Number

pith:V6XG6RCZ

pith:2024:V6XG6RCZ5GPX3SLLRPYEIPFUAS

not attested not anchored not stored refs pending

Combining Aggregated Attention and Transformer Architecture for Accurate and Efficient Performance of Spiking Neural Networks

Alexander Sboev, Hangming Zhang, Qiang Yu, Roman Rybka

arxiv:2412.13553 v1 · 2024-12-18 · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V6XG6RCZ5GPX3SLLRPYEIPFUAS}

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	2026-07-05T09:51:03.839649Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

afae6f4459e99f7dc96b8bf0443cb404884753021b6671a3c711cb97872fe641

Aliases

arxiv: 2412.13553 · arxiv_version: 2412.13553v1 · doi: 10.48550/arxiv.2412.13553 · pith_short_12: V6XG6RCZ5GPX · pith_short_16: V6XG6RCZ5GPX3SLL · pith_short_8: V6XG6RCZ

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/V6XG6RCZ5GPX3SLLRPYEIPFUAS \
  | 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: afae6f4459e99f7dc96b8bf0443cb404884753021b6671a3c711cb97872fe641

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99773d793a49b04c1ba505d804fa742723b7a446688820867a5a1c41a12627e3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2024-12-18T07:07:38Z",
    "title_canon_sha256": "dd0697c0cf235aab7ed396f1c7380cc1d569cfb184cbde9bc0c1f65734f05936"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13553",
    "kind": "arxiv",
    "version": 1
  }
}