Pith Number

pith:O6APZWS5

pith:2023:O6APZWS5SSBQ65LBMGAZLFXZAJ

not attested not anchored not stored refs pending

Quantizable Transformers: Removing Outliers by Helping Attention Heads Do Nothing

Markus Nagel, Tijmen Blankevoort, Yelysei Bondarenko

arxiv:2306.12929 v2 · 2023-06-22 · cs.LG · cs.AI · cs.CL · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O6APZWS5SSBQ65LBMGAZLFXZAJ}

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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

7 papers in Pith

Sumi: Open Uniform Diffusion Language Model from Scratch

Massive Activations Are Architecturally Robust: A Controlled Scratch/Commitment Residual Stream Test

Contribution Weights: A Geometrical Analysis of Self-Attention Transformers

Four Over Six: More Accurate NVFP4 Quantization with Adaptive Block Scaling

Receipt and verification

First computed	2026-07-05T07:10:48.606511Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7780fcda5d94830f756161819596f9026e253b06c1fd94909149140b6e17bab6

Aliases

arxiv: 2306.12929 · arxiv_version: 2306.12929v2 · doi: 10.48550/arxiv.2306.12929 · pith_short_12: O6APZWS5SSBQ · pith_short_16: O6APZWS5SSBQ65LB · pith_short_8: O6APZWS5

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/O6APZWS5SSBQ65LBMGAZLFXZAJ \
  | 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: 7780fcda5d94830f756161819596f9026e253b06c1fd94909149140b6e17bab6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31c9eaaa79a852ee528bcfbac177cf2f68e93e632463e66260fb95bd70009e45",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-22T14:39:04Z",
    "title_canon_sha256": "227fc47f4e4ed0484b6f7509c0b973df5256288f40eb6ea8e8a1c15cb19dbe47"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.12929",
    "kind": "arxiv",
    "version": 2
  }
}