Pith Number

pith:PZ5KO2DB

pith:2024:PZ5KO2DBMT7TA5B4BBHEQ7L4NU

not attested not anchored not stored refs pending

APTQ: Attention-aware Post-Training Mixed-Precision Quantization for Large Language Models

Hantao Huang, Hao Yu, Hong Huang, Ngai Wong, Yupeng Su, Ziyi Guan

arxiv:2402.14866 v2 · 2024-02-21 · cs.LG · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{PZ5KO2DBMT7TA5B4BBHEQ7L4NU}

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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

ROSAQ: Rotation-based Saliency-Aware Weight Quantization for Efficiently Compressing Large Language Models

Receipt and verification

First computed	2026-07-05T08:08:21.000796Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e7aa7686164ff30743c084e487d7c6d02f3259f8997a801a230a2ed25f96c7a

Aliases

arxiv: 2402.14866 · arxiv_version: 2402.14866v2 · doi: 10.48550/arxiv.2402.14866 · pith_short_12: PZ5KO2DBMT7T · pith_short_16: PZ5KO2DBMT7TA5B4 · pith_short_8: PZ5KO2DB

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/PZ5KO2DBMT7TA5B4BBHEQ7L4NU \
  | 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: 7e7aa7686164ff30743c084e487d7c6d02f3259f8997a801a230a2ed25f96c7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae5d18b547e621ec0b9aae9c6ee5f79ac23ffe4824b94ab20ec33ac2065e18d3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-21T07:45:22Z",
    "title_canon_sha256": "e32faae417e6e91cc1b1163ff790c03e2f5ab79af89ec3091641450284781414"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14866",
    "kind": "arxiv",
    "version": 2
  }
}