Pith Number

pith:WX5Z3ZCW

pith:2022:WX5Z3ZCWPGYTB5TTM7NLBSTTRN

not attested not anchored not stored refs pending

On The Computational Complexity of Self-Attention

Chinmay Hegde, Feyza Duman Keles, Pruthuvi Mahesakya Wijewardena

arxiv:2209.04881 v1 · 2022-09-11 · cs.LG · cs.CC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WX5Z3ZCWPGYTB5TTM7NLBSTTRN}

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.

Cited by

1 paper in Pith

FRAME-C: A knowledge-augmented deep learning pipeline for classifying multi-electrode array electrophysiological signals

Receipt and verification

First computed	2026-07-05T04:56:24.123261Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5fb9de45679b130f67367dab0ca738b587f154ee14597b626965669bc70cff0

Aliases

arxiv: 2209.04881 · arxiv_version: 2209.04881v1 · doi: 10.48550/arxiv.2209.04881 · pith_short_12: WX5Z3ZCWPGYT · pith_short_16: WX5Z3ZCWPGYTB5TT · pith_short_8: WX5Z3ZCW

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/WX5Z3ZCWPGYTB5TTM7NLBSTTRN \
  | 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: b5fb9de45679b130f67367dab0ca738b587f154ee14597b626965669bc70cff0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ebf9258e4995b5d0b149623b6d474405a777aee571f8835aaeed087dcf99dd23",
    "cross_cats_sorted": [
      "cs.CC"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-11T14:38:10Z",
    "title_canon_sha256": "b0d45acce93748e7e9822bf2f54351a925427bbd4e8cd89e41ae9f9b72b34ff5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.04881",
    "kind": "arxiv",
    "version": 1
  }
}