Pith Number

pith:O77F3C7E

pith:2022:O77F3C7EOH6RLTCRCAK5HFLK43

not attested not anchored not stored refs pending

Transformers in Time Series: A Survey

Chaoli Zhang, Junchi Yan, Liang Sun, Qingsong Wen, Tian Zhou, Weiqi Chen, Ziqing Ma

arxiv:2202.07125 v5 · 2022-02-15 · cs.LG · cs.AI · eess.SP · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O77F3C7EOH6RLTCRCAK5HFLK43}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

22 papers in Pith

FMMVCC: Fuzzy Mamba-based Multi-View Contrastive Clustering for Univariate Time Series

TopoCast: A Topological Fidelity Framework for Evaluating Transformer-Based Time Series Forecasting

ASTEROID: A Spatiotemporal Information Transformer for Forecasting Multi-Step Time Series of Molecular Dynamics

Adaptive Oscillatory-State Alignment for Time Series Forecasting

Disjoint or Overlapping? Inference Windowing for Reconstruction-Based Time Series Anomaly Detection

Receipt and verification

First computed	2026-07-05T06:09:19.558864Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77fe5d8be471fd15cc511015d3956ae6de7df3e90801884dd9c4fcbe2abac45f

Aliases

arxiv: 2202.07125 · arxiv_version: 2202.07125v5 · doi: 10.48550/arxiv.2202.07125 · pith_short_12: O77F3C7EOH6R · pith_short_16: O77F3C7EOH6RLTCR · pith_short_8: O77F3C7E

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/O77F3C7EOH6RLTCRCAK5HFLK43 \
  | 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: 77fe5d8be471fd15cc511015d3956ae6de7df3e90801884dd9c4fcbe2abac45f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f6fa9c472c950163cd493a3ce68935fe08c7c499114158d6e69297a9b190f1a",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.SP",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-15T01:43:27Z",
    "title_canon_sha256": "2271b5118fd7595cf0f523334be5b7ebe140329e9bc0185e7fbf21e52dbfd03a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.07125",
    "kind": "arxiv",
    "version": 5
  }
}