Pith Number

pith:GVLUD46V

pith:2021:GVLUD46V43Q3DOY3FRI32BOOXM

not attested not anchored not stored refs pending

Multi-Task Time Series Forecasting With Shared Attention

Hao Sheng, Jiaze E, Xiao Zhang, Xiuzheng Cheng, Zekai Chen

arxiv:2101.09645 v1 · 2021-01-24 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{GVLUD46V43Q3DOY3FRI32BOOXM}

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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

1 paper in Pith

Mamba Adaptive Anomaly Transformer with association discrepancy for time series

Receipt and verification

First computed	2026-07-05T02:09:21.306655Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

355741f3d5e6e1b1bb1b2c51bd05cebb174e5509b6568de1b18bbc2a94eaf268

Aliases

arxiv: 2101.09645 · arxiv_version: 2101.09645v1 · doi: 10.48550/arxiv.2101.09645 · pith_short_12: GVLUD46V43Q3 · pith_short_16: GVLUD46V43Q3DOY3 · pith_short_8: GVLUD46V

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/GVLUD46V43Q3DOY3FRI32BOOXM \
  | 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: 355741f3d5e6e1b1bb1b2c51bd05cebb174e5509b6568de1b18bbc2a94eaf268

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b3163896e264ecf5cd0c68c74d4357680f11474e6eecd23ce5656d3da2a84d6",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-24T04:25:08Z",
    "title_canon_sha256": "a64666fffc746c270871b0affe5e548dfc973ece48d19ec1795a025f623dc023"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.09645",
    "kind": "arxiv",
    "version": 1
  }
}