Pith Number

pith:4EX3NNCR

pith:2022:4EX3NNCRJPDUUP4JJI7YZCSNMY

not attested not anchored not stored refs pending

cosFormer: Rethinking Softmax in Attention

Baohong Lv, Dongxu Li, Hui Deng, Junjie Yan, Lingpeng Kong, Weixuan Sun, Yiran Zhong, Yunshen Wei, Zhen Qin

arxiv:2202.08791 v1 · 2022-02-17 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4EX3NNCRJPDUUP4JJI7YZCSNMY}

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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

7 papers in Pith

The Key to Going Linear: Analysis-Driven Transformer Linearization

Blurry Window Attention

Scaling Parallel Sequence Models to Foundation-Scale Vision Encoders

RACE Attention: A Strictly Linear-Time Attention Layer for Training on Outrageously Large Contexts

Attention to Mamba: A Recipe for Cross-Architecture Distillation

Receipt and verification

First computed	2026-07-05T03:57:57.903285Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e12fb6b4514bc74a3f894a3f8c8a4d66386caad878a23ecd8b397a3741c9beff

Aliases

arxiv: 2202.08791 · arxiv_version: 2202.08791v1 · doi: 10.48550/arxiv.2202.08791 · pith_short_12: 4EX3NNCRJPDU · pith_short_16: 4EX3NNCRJPDUUP4J · pith_short_8: 4EX3NNCR

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/4EX3NNCRJPDUUP4JJI7YZCSNMY \
  | 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: e12fb6b4514bc74a3f894a3f8c8a4d66386caad878a23ecd8b397a3741c9beff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69e6dda83eef2e5065d391a833ca80ed9d82d2f824d1dfb05033b3a5c1a7146c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-02-17T17:53:48Z",
    "title_canon_sha256": "b87589a992c5bb2f049ccab2ea1166a24a1cf45cda9409a976839cf708110f2b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.08791",
    "kind": "arxiv",
    "version": 1
  }
}