Pith Number

pith:5ACNDPYL

pith:2019:5ACNDPYLSRVYQKQAGMDNLMWJB3

not attested not anchored not stored refs pending

DropAttention: A Regularization Method for Fully-Connected Self-Attention Networks

Junkun Chen, Lin Zehui, Luyao Huang, Pengfei Liu, Xipeng Qiu, Xuanjing Huang

arxiv:1907.11065 v2 · 2019-07-25 · cs.CL

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\usepackage{pith}
\pithnumber{5ACNDPYLSRVYQKQAGMDNLMWJB3}

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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

2 papers in Pith

Language models recognize dropout and Gaussian noise applied to their activations

Explicit Dropout: Deterministic Regularization for Transformer Architectures

Receipt and verification

First computed	2026-05-17T23:39:29.780600Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e804d1bf0b946b882a003306d5b2c90ed296c255d49eb77aebde06a9ee1d960d

Aliases

arxiv: 1907.11065 · arxiv_version: 1907.11065v2 · doi: 10.48550/arxiv.1907.11065 · pith_short_12: 5ACNDPYLSRVY · pith_short_16: 5ACNDPYLSRVYQKQA · pith_short_8: 5ACNDPYL

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/5ACNDPYLSRVYQKQAGMDNLMWJB3 \
  | 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: e804d1bf0b946b882a003306d5b2c90ed296c255d49eb77aebde06a9ee1d960d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0fe7f70b5ed4019bab8be73db71f33d4342e6b720b88cd4f0e74ccef4cb4abb2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-07-25T14:03:06Z",
    "title_canon_sha256": "850599a9a9bc14d1598694a3f36bf24ba28307470c07392723f7c8553da122d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.11065",
    "kind": "arxiv",
    "version": 2
  }
}