Pith Number

pith:YATVK45K

pith:2021:YATVK45KS4ZHOHVUEPQPRDRE4M

not attested not anchored not stored refs pending

Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting

Haixu Wu, Jianmin Wang, Jiehui Xu, Mingsheng Long

arxiv:2106.13008 v5 · 2021-06-24 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YATVK45KS4ZHOHVUEPQPRDRE4M}

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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

10 papers in Pith

RhyMix: A Lightweight Adaptive Multi-Rhythm Network for Long-Term Time Series Forecasting

Signed Dual Attention: Capturing Signed Dependencies in Time Series Forecasting

TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis

MSTN: A Lightweight and Fast Model for General TimeSeries Analysis

Characteristic Root Analysis and Regularization for Linear Time Series Forecasting

Receipt and verification

First computed	2026-07-05T03:46:35.139886Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0275573aa9732771eb423e0f88e24e33789d52b239c8d8d286bef9f865e96e4

Aliases

arxiv: 2106.13008 · arxiv_version: 2106.13008v5 · doi: 10.48550/arxiv.2106.13008 · pith_short_12: YATVK45KS4ZH · pith_short_16: YATVK45KS4ZHOHVU · pith_short_8: YATVK45K

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/YATVK45KS4ZHOHVUEPQPRDRE4M \
  | 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: c0275573aa9732771eb423e0f88e24e33789d52b239c8d8d286bef9f865e96e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "976049cc825b83747ab9b23352e16a4209add8a2c0e68785f2e5c7aed80bb7c7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-24T13:43:43Z",
    "title_canon_sha256": "0f98a71902725d3e0f7a342536fc2267cb3be06fd5adf1f0b64435ed5e317057"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.13008",
    "kind": "arxiv",
    "version": 5
  }
}