Pith Number

pith:OTST63AW

pith:2022:OTST63AWPLKSMHMPEBJGJ2XBZM

not attested not anchored not stored refs pending

Scaleformer: Iterative Multi-scale Refining Transformers for Time Series Forecasting

Amin Shabani, Amir Abdi, Lili Meng, Tristan Sylvain

arxiv:2206.04038 v4 · 2022-06-08 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OTST63AWPLKSMHMPEBJGJ2XBZM}

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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

LeapTS: Rethinking Time Series Forecasting as Adaptive Multi-Horizon Scheduling

Receipt and verification

First computed	2026-07-05T05:39:14.904485Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74e53f6c167ad5261d8f205264eae1cb3e34e3a0658d66e546ff20adfade23c2

Aliases

arxiv: 2206.04038 · arxiv_version: 2206.04038v4 · doi: 10.48550/arxiv.2206.04038 · pith_short_12: OTST63AWPLKS · pith_short_16: OTST63AWPLKSMHMP · pith_short_8: OTST63AW

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/OTST63AWPLKSMHMPEBJGJ2XBZM \
  | 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: 74e53f6c167ad5261d8f205264eae1cb3e34e3a0658d66e546ff20adfade23c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6fbca6b361c7ce5201f25a6f8542fcefe291cfb7528c7a624d350d7a4b7efc4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-08T17:54:26Z",
    "title_canon_sha256": "dcd0f8cba16cfdd802e02b66f46afbfcbaba9c1bae86c5805afcd2d1900faa22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.04038",
    "kind": "arxiv",
    "version": 4
  }
}