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Pith Number

pith:YAH7BKAU

pith:2023:YAH7BKAUQFL7DHMXOOI5KK43V5
not attested not anchored not stored refs pending

Fast and Efficient 2-bit LLM Inference on GPU: 2/4/16-bit in a Weight Matrix with Asynchronous Dequantization

Guohao Dai, Jiaming Xu, Jinhao Li, Jun Liu, Shan Huang, Shiyao Li, Yaoxiu Lian

arxiv:2311.16442 v4 · 2023-11-28 · cs.LG · cs.DC

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\usepackage{pith}
\pithnumber{YAH7BKAUQFL7DHMXOOI5KK43V5}

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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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T09:33:26.950490Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c00ff0a8148157f19d977391d52b9baf5177ecbe66013f917cbaec9c1b10c9aa

Aliases

arxiv: 2311.16442 · arxiv_version: 2311.16442v4 · doi: 10.48550/arxiv.2311.16442 · pith_short_12: YAH7BKAUQFL7 · pith_short_16: YAH7BKAUQFL7DHMX · pith_short_8: YAH7BKAU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YAH7BKAUQFL7DHMXOOI5KK43V5 \
  | 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: c00ff0a8148157f19d977391d52b9baf5177ecbe66013f917cbaec9c1b10c9aa
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c93fb676d37ee18ebfd742275aee85775721a754753407277f8e66ff9ddabd16",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-28T02:44:59Z",
    "title_canon_sha256": "6471540e0824836b2c74986ede1db10743a46ae0727ad163526f4493e8a796c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.16442",
    "kind": "arxiv",
    "version": 4
  }
}