Pith Number

pith:FPYA5PP4

pith:2022:FPYA5PP4MY6PETO376KAJDHYTL

not attested not anchored not stored refs pending

Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting

Haixu Wu, Jianmin Wang, Mingsheng Long, Yong Liu

arxiv:2205.14415 v4 · 2022-05-28 · cs.LG · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FPYA5PP4MY6PETO376KAJDHYTL}

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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

2 papers in Pith

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

Time Series Forecasting Through the Lens of Dynamics

Receipt and verification

First computed	2026-07-05T07:15:46.082712Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2bf00ebdfc663cf24ddbff94048cf89aeb72c98b44aec4f618a6a3db0b4c4790

Aliases

arxiv: 2205.14415 · arxiv_version: 2205.14415v4 · doi: 10.48550/arxiv.2205.14415 · pith_short_12: FPYA5PP4MY6P · pith_short_16: FPYA5PP4MY6PETO3 · pith_short_8: FPYA5PP4

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/FPYA5PP4MY6PETO376KAJDHYTL \
  | 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: 2bf00ebdfc663cf24ddbff94048cf89aeb72c98b44aec4f618a6a3db0b4c4790

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a1bcc71e9278c25303d29d58fc37239da93e27618d07a28a72936a450ac57c4",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-28T12:27:27Z",
    "title_canon_sha256": "b818f7b84135a9c29a6bb25aa1379452e12c58dbb921953bccbda2277d182f6f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.14415",
    "kind": "arxiv",
    "version": 4
  }
}