Pith Number

pith:KE25LGVY

pith:2022:KE25LGVYHXDBM5SYPBD5M37IBW

not attested not anchored not stored refs pending

DBA: Efficient Transformer with Dynamic Bilinear Low-Rank Attention

Bosheng Qin, Juncheng Li, Siliang Tang, Yueting Zhuang

arxiv:2211.16368 v1 · 2022-11-24 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KE25LGVYHXDBM5SYPBD5M37IBW}

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

Power law graph attention: exact generalization of scaled dot-product attention, empirical collapse at inference

Receipt and verification

First computed	2026-07-05T05:20:26.353410Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5135d59ab83dc61676587847d66fe80db12d6cc475ce5b4336b2e0f40b76a7e2

Aliases

arxiv: 2211.16368 · arxiv_version: 2211.16368v1 · doi: 10.48550/arxiv.2211.16368 · pith_short_12: KE25LGVYHXDB · pith_short_16: KE25LGVYHXDBM5SY · pith_short_8: KE25LGVY

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/KE25LGVYHXDBM5SYPBD5M37IBW \
  | 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: 5135d59ab83dc61676587847d66fe80db12d6cc475ce5b4336b2e0f40b76a7e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f79ac64c7125f53ad351f1130fe3f831fbf2179ad4222a5465cfed744f540d18",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-24T03:06:36Z",
    "title_canon_sha256": "aa06080f6aa43dc8ac9a17538471b109f66bb2fd11e55226bf7f82fd3e25e6d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.16368",
    "kind": "arxiv",
    "version": 1
  }
}