Pith Number

pith:G2WAO6TG

pith:2024:G2WAO6TGPD2F6PXMVDTZT56LTD

not attested not anchored not stored refs pending

Genetic Quantization-Aware Approximation for Non-Linear Operations in Transformers

Dong Zhang, Fengwei An, Huaiyu Zhu, Kwang-Ting Cheng, Luhong Liang, Peng Luo, Pingcheng Dong, Shih-Yang Liu, Tianwei Ni, Xijie Huang, Xuejiao Liu, Yonghao Tan, Yu Liu, Yun Pan

arxiv:2403.19591 v2 · 2024-03-28 · cs.LG · cs.AR · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G2WAO6TGPD2F6PXMVDTZT56LTD}

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	2026-07-05T08:02:06.846773Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36ac077a6678f45f3eeca8e799f7cb98f3a33db236f6a2eadbd82bca88c76fe4

Aliases

arxiv: 2403.19591 · arxiv_version: 2403.19591v2 · doi: 10.48550/arxiv.2403.19591 · pith_short_12: G2WAO6TGPD2F · pith_short_16: G2WAO6TGPD2F6PXM · pith_short_8: G2WAO6TG

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/G2WAO6TGPD2F6PXMVDTZT56LTD \
  | 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: 36ac077a6678f45f3eeca8e799f7cb98f3a33db236f6a2eadbd82bca88c76fe4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3943121cb4909bd698ff75b82b9f6cbf602224d97bc5ef38f700a9628de02229",
    "cross_cats_sorted": [
      "cs.AR",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-28T17:13:47Z",
    "title_canon_sha256": "ce450393ca658d1f3bef4bbeba8c4535d0d77efb0602d68cb955d531fe19c3cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.19591",
    "kind": "arxiv",
    "version": 2
  }
}