Pith Number

pith:KTA2WCBJ

pith:2024:KTA2WCBJCMLS5VPIUBKYISNH3U

not attested not anchored not stored refs pending

Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction

Cheng Feng, Denis Krompass, Long Huang

arxiv:2402.07570 v2 · 2024-02-12 · 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{KTA2WCBJCMLS5VPIUBKYISNH3U}

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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

RMISC: A Large-scale Real-world Multivariate Corpus for Time Series Foundation Models

Towards Unified and Data-Efficient Prognostics and Health Management with Tabular Foundation Models

Receipt and verification

First computed	2026-07-05T07:46:31.441412Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54c1ab082913172ed5e8a0558449a7dd3f643b6c1a5e716f3aa2087578ea3d23

Aliases

arxiv: 2402.07570 · arxiv_version: 2402.07570v2 · doi: 10.48550/arxiv.2402.07570 · pith_short_12: KTA2WCBJCMLS · pith_short_16: KTA2WCBJCMLS5VPI · pith_short_8: KTA2WCBJ

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/KTA2WCBJCMLS5VPIUBKYISNH3U \
  | 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: 54c1ab082913172ed5e8a0558449a7dd3f643b6c1a5e716f3aa2087578ea3d23

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1932d6615eb009102dd738d9d218e27c96953322ea486913fe0afb99f026a4a1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-12T11:04:14Z",
    "title_canon_sha256": "35aa06dd18d990518641fe75559d4bb421045bc54af0b7f6a28484db56a50e81"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07570",
    "kind": "arxiv",
    "version": 2
  }
}