Pith. sign in
Pith Number

pith:XITJLY6A

pith:2019:XITJLY6AUHC2CAL2ITQ3BBOO6P
not attested not anchored not stored refs pending

Complex Transformer: A Framework for Modeling Complex-Valued Sequence

Dongyu Li, Martin Q. Ma, Muqiao Yang, Ruslan Salakhutdinov, Yao-Hung Hubert Tsai

arxiv:1910.10202 v2 · 2019-10-22 · cs.LG · cs.SD · eess.AS · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XITJLY6AUHC2CAL2ITQ3BBOO6P}

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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.
Receipt and verification
First computed 2026-07-05T03:03:48.168353Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ba2695e3c0a1c5a1017a44e1b085cef3ee85216351b4195314b354e52ca98470

Aliases

arxiv: 1910.10202 · arxiv_version: 1910.10202v2 · doi: 10.48550/arxiv.1910.10202 · pith_short_12: XITJLY6AUHC2 · pith_short_16: XITJLY6AUHC2CAL2 · pith_short_8: XITJLY6A
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XITJLY6AUHC2CAL2ITQ3BBOO6P \
  | 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: ba2695e3c0a1c5a1017a44e1b085cef3ee85216351b4195314b354e52ca98470
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "83b0a8c9813c66b70fca4ec550660435d6257d0f33243fb47646070ee3a911a1",
    "cross_cats_sorted": [
      "cs.SD",
      "eess.AS",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-22T19:21:12Z",
    "title_canon_sha256": "e6dc1cf061871604bcfb6ba29d95b1cdb1eceadc09d7912f695d0ace0c671549"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.10202",
    "kind": "arxiv",
    "version": 2
  }
}