Pith Number

pith:E7IU2HSF

pith:2024:E7IU2HSFRM3JPKCL2DVD5NHY2T

not attested not anchored not stored refs pending

DFRot: Achieving Outlier-Free and Massive Activation-Free for Rotated LLMs with Refined Rotation

Jingyang Xiang, Sai Qian Zhang

arxiv:2412.00648 v4 · 2024-12-01 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{E7IU2HSFRM3JPKCL2DVD5NHY2T}

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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

3 papers in Pith

LASER: Loss-Aware Singular-value Decomposition and Rank Allocation for Efficient Low-Precision Vision-Language Models

WSVD: Weighted Low-Rank Approximation for Fast and Efficient Execution of Low-Precision Vision-Language Models

RUQuant: Towards Refining Uniform Quantization for Large Language Models

Receipt and verification

First computed	2026-07-05T11:37:12.665683Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27d14d1e458b3697a84bd0ea3eb4f8d4e723bb36044cebdc09f3002a11c75087

Aliases

arxiv: 2412.00648 · arxiv_version: 2412.00648v4 · doi: 10.48550/arxiv.2412.00648 · pith_short_12: E7IU2HSFRM3J · pith_short_16: E7IU2HSFRM3JPKCL · pith_short_8: E7IU2HSF

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/E7IU2HSFRM3JPKCL2DVD5NHY2T \
  | 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: 27d14d1e458b3697a84bd0ea3eb4f8d4e723bb36044cebdc09f3002a11c75087

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3858700839a92d45194c40c6132170682bacee83a7dc598d515dc631e68fcb53",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-01T02:55:08Z",
    "title_canon_sha256": "66ff68b4c60e6354bf8665a493a011c495ee486f76b799c311ba0d6855ffafc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00648",
    "kind": "arxiv",
    "version": 4
  }
}