Pith Number

pith:ZFCIC2ZL

pith:2021:ZFCIC2ZLTGK4EXBDZEXADNN4ZJ

not attested not anchored not stored refs pending

Gated Transformer Networks for Multivariate Time Series Classification

Jiahui Jiao, Minghao Liu, Shengqi Ren, Siyuan Ma, Wei Song, Yizhou Chen, Zhiguang Wang

arxiv:2103.14438 v1 · 2021-03-26 · cs.LG

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\usepackage{pith}
\pithnumber{ZFCIC2ZLTGK4EXBDZEXADNN4ZJ}

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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

5 papers in Pith

DAStatFormer: A Hybrid Multibranch Transformer with Statistical Feature Integration for DAS-Based Pattern Recognitions

Positional Encoding in Transformer-Based Time Series Models: A Survey

GenHAR: Generalizing Cross-domain Human Activity Recognition for Last-mile Delivery

You Don't Need Attention: Gated Convolutional Modeling for Watch-Based Fall Detection

DyWPE: Signal-Aware Dynamic Wavelet Positional Encoding for Time Series Transformers

Receipt and verification

First computed	2026-07-05T02:26:33.791651Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c944816b2b9995c25c23c92e01b5bcca5080a7c84d484c18d52bdee73ff65fa7

Aliases

arxiv: 2103.14438 · arxiv_version: 2103.14438v1 · doi: 10.48550/arxiv.2103.14438 · pith_short_12: ZFCIC2ZLTGK4 · pith_short_16: ZFCIC2ZLTGK4EXBD · pith_short_8: ZFCIC2ZL

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/ZFCIC2ZLTGK4EXBDZEXADNN4ZJ \
  | 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: c944816b2b9995c25c23c92e01b5bcca5080a7c84d484c18d52bdee73ff65fa7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "137e2ad5e1429bab6ae316fa0a59dbac3216e2b64750cd86f78146a5d72752d8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-26T12:43:32Z",
    "title_canon_sha256": "1f660f7dbe0dcfaf9db8a34f8543f38ac4d82533130d5953c6b33109ef8f069b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.14438",
    "kind": "arxiv",
    "version": 1
  }
}