Pith Number

pith:SAPHDR3R

pith:2020:SAPHDR3RTV7JA7AOOA3IFA7A2V

not attested not anchored not stored refs pending

On Layer Normalization in the Transformer Architecture

Chen Xing, Di He, Huishuai Zhang, Kai Zheng, Liwei Wang, Ruibin Xiong, Shuxin Zheng, Tie-Yan Liu, Yanyan Lan, Yunchang Yang

arxiv:2002.04745 v2 · 2020-02-12 · cs.LG · cs.CL · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SAPHDR3RTV7JA7AOOA3IFA7A2V}

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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

19 papers in Pith

STST-JEPA: Shallow-Target Spatio-Temporal Joint Embedding Prediction Architecture For EEG Self-Supervised Learning

Transformer-based machine learning using low-level calorimeter signals for collimated photon identification at collider experiments

Improving Neural Network Training by Decoupling the Magnitude and Direction of Weight Vectors

Quantization Inflates Reasoning: Token Inflation as a Hidden Cost of Low-Bit Reasoning Models

Modeling Local, Global, and Cross-Modal Context in Multimodal 3D MRI

Receipt and verification

First computed	2026-07-05T01:13:57.975174Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

901e71c7719d7e907c0e70368283e0d54ef163f6c0192cebe8280fe74d8d9ab2

Aliases

arxiv: 2002.04745 · arxiv_version: 2002.04745v2 · doi: 10.48550/arxiv.2002.04745 · pith_short_12: SAPHDR3RTV7J · pith_short_16: SAPHDR3RTV7JA7AO · pith_short_8: SAPHDR3R

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/SAPHDR3RTV7JA7AOOA3IFA7A2V \
  | 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: 901e71c7719d7e907c0e70368283e0d54ef163f6c0192cebe8280fe74d8d9ab2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5cd7a634e3eaad5549936455628f9e05555e72d47c1c18f517c33dec2ecf310f",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-12T00:33:03Z",
    "title_canon_sha256": "96b527f13f4517567d030e3b983a85804127c2c03c3dde2625963c5de93683f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.04745",
    "kind": "arxiv",
    "version": 2
  }
}