Pith Number

pith:XIQEA6M7

pith:2023:XIQEA6M76K4VTY3PWX5HHVCL7C

not attested not anchored not stored refs pending

Attention-free Spikformer: Mixing Spike Sequences with Simple Linear Transforms

Bo Xu, Duzhen Zhang, Qingyu Wang, Tielin Zhang

arxiv:2308.02557 v2 · 2023-08-02 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XIQEA6M76K4VTY3PWX5HHVCL7C}

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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.

Cited by

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T06:42:07.199284Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba2040799ff2b959e36fb5fa73d44bf8b309042e2652954f60583eed80fbe656

Aliases

arxiv: 2308.02557 · arxiv_version: 2308.02557v2 · doi: 10.48550/arxiv.2308.02557 · pith_short_12: XIQEA6M76K4V · pith_short_16: XIQEA6M76K4VTY3P · pith_short_8: XIQEA6M7

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/XIQEA6M76K4VTY3PWX5HHVCL7C \
  | 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: ba2040799ff2b959e36fb5fa73d44bf8b309042e2652954f60583eed80fbe656

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf5e5921d23fea7b0210bda743fda965f16d5589f24400e537ed700a8c25e1f0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-08-02T11:41:54Z",
    "title_canon_sha256": "a5145631dbc730673bbe387d6df6b9dff09ca1e4a7ea471d1082f3db6c1cb5f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.02557",
    "kind": "arxiv",
    "version": 2
  }
}