Pith Number

pith:2HXAXU64

pith:2024:2HXAXU64JKM3KQTVSZB726RZEE

not attested not anchored not stored refs pending

Bridging the Divide: Reconsidering Softmax and Linear Attention

Dongchen Han, Gao Huang, Jiwen Lu, Shiji Song, Xiu Li, Xuran Pan, Yifan Pu, Yizeng Han, Zhuofan Xia

arxiv:2412.06590 v1 · 2024-12-09 · 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{2HXAXU64JKM3KQTVSZB726RZEE}

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	2026-07-05T09:46:34.644528Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1ee0bd3dc4a99b542759643fd7a392137ea26bf9407dda2fa67929f03e2370d

Aliases

arxiv: 2412.06590 · arxiv_version: 2412.06590v1 · doi: 10.48550/arxiv.2412.06590 · pith_short_12: 2HXAXU64JKM3 · pith_short_16: 2HXAXU64JKM3KQTV · pith_short_8: 2HXAXU64

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/2HXAXU64JKM3KQTVSZB726RZEE \
  | 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: d1ee0bd3dc4a99b542759643fd7a392137ea26bf9407dda2fa67929f03e2370d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6af0eb2ed7bdc5cc586f2302b2e511b28a35bfd96d199702e1996c76b759c599",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-09T15:44:22Z",
    "title_canon_sha256": "41869e6f63de349478dffa13c226b95ac302d6c135c437c9202e6f04185673ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06590",
    "kind": "arxiv",
    "version": 1
  }
}