Pith. sign in
Pith Number

pith:6BEAZED2

pith:2022:6BEAZED2ZJNEYMMGBOYZZRENIK
not attested not anchored not stored refs pending

What Dense Graph Do You Need for Self-Attention?

Chu-Tak Lee, Qipeng Guo, Xipeng Qiu, Xuanjing Huang, Yunhua Zhou, Yuxin Wang, Zhangyue Yin

arxiv:2205.14014 v5 · 2022-05-27 · cs.LG · cs.AI · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6BEAZED2ZJNEYMMGBOYZZRENIK}

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 2026-07-05T05:05:47.744259Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f0480c907aca5a4c31860bb19cc48d42a81497da04574d35bba98b5ae4d26f0d

Aliases

arxiv: 2205.14014 · arxiv_version: 2205.14014v5 · doi: 10.48550/arxiv.2205.14014 · pith_short_12: 6BEAZED2ZJNE · pith_short_16: 6BEAZED2ZJNEYMMG · pith_short_8: 6BEAZED2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6BEAZED2ZJNEYMMGBOYZZRENIK \
  | 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: f0480c907aca5a4c31860bb19cc48d42a81497da04574d35bba98b5ae4d26f0d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1d36af38bf0881ad984ce85c5afa598c7f1489295754bca419e035b6ac610533",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-27T14:36:55Z",
    "title_canon_sha256": "31da30fd3621f2e72f61e85fe1e30be2cc24097bf0f3eee1796fb65f0cd133ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.14014",
    "kind": "arxiv",
    "version": 5
  }
}