Pith Number

pith:HSEBSYRD

pith:2019:HSEBSYRDAI6W7MUXYVVTIWURCR

not attested not anchored not stored refs pending

MUSE: Parallel Multi-Scale Attention for Sequence to Sequence Learning

Guangxiang Zhao, Jingjing Xu, Liangchen Luo, Xu Sun, Zhiyuan Zhang

arxiv:1911.09483 v1 · 2019-11-17 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{HSEBSYRDAI6W7MUXYVVTIWURCR}

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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

Structure-Guided Adaptive Propagation for Protein-Protein Interaction Site Prediction

Key and Value Weights Are Probably All You Need: On the Necessity of the Query, Key, Value weight Triplet in Self-Attention Transformers

Receipt and verification

First computed	2026-07-05T00:21:00.839700Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3c88196223023d6fb297c56b345a91146431b8f7bd2e265db2164f4ba0021280

Aliases

arxiv: 1911.09483 · arxiv_version: 1911.09483v1 · doi: 10.48550/arxiv.1911.09483 · pith_short_12: HSEBSYRDAI6W · pith_short_16: HSEBSYRDAI6W7MUX · pith_short_8: HSEBSYRD

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/HSEBSYRDAI6W7MUXYVVTIWURCR \
  | 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: 3c88196223023d6fb297c56b345a91146431b8f7bd2e265db2164f4ba0021280

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "513e74e36d34edbc07cc44c43adc4b9412da4e72f8407e3f1a8f6a705c29d0ee",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-11-17T09:36:07Z",
    "title_canon_sha256": "4a8862a54cff40f421b07b8f1735e726401d4732d86643ca5ca66077704c8672"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.09483",
    "kind": "arxiv",
    "version": 1
  }
}