Pith Number

pith:PYTS25UH

pith:2023:PYTS25UHHCOIPPF3XS5J5HM5NS

not attested not anchored not stored refs pending

Bitformer: An efficient Transformer with bitwise operation-based attention for Big Data Analytics at low-cost low-precision devices

Gaoxiang Duan, Junkai Zhang, Victor Chang, Xiaoying Zheng, Yongxin Zhu

arxiv:2311.13502 v1 · 2023-11-22 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PYTS25UHHCOIPPF3XS5J5HM5NS}

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	2026-07-05T09:01:20.024019Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e272d7687389c87bcbbbcba9e9d9d6c9839ecd1c2a091cf7e674c85cab6313b

Aliases

arxiv: 2311.13502 · arxiv_version: 2311.13502v1 · doi: 10.48550/arxiv.2311.13502 · pith_short_12: PYTS25UHHCOI · pith_short_16: PYTS25UHHCOIPPF3 · pith_short_8: PYTS25UH

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/PYTS25UHHCOIPPF3XS5J5HM5NS \
  | 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: 7e272d7687389c87bcbbbcba9e9d9d6c9839ecd1c2a091cf7e674c85cab6313b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "acb0a6c057ee7d687401dcaf91c0cf84c2ab18f9690b7bbf06e94f0bbea1af86",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-22T16:20:24Z",
    "title_canon_sha256": "a9b5191269ab9ae361f6ec057702951ca8be201db11a8a6ae37db516a66f7dc8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.13502",
    "kind": "arxiv",
    "version": 1
  }
}