Pith Number

pith:BKC5MG6K

pith:2025:BKC5MG6KBN5Q52UWJD2WEWIRFF

not attested not anchored not stored refs pending

Output Scaling: YingLong-Delayed Chain of Thought in a Large Pretrained Time Series Forecasting Model

Bolin Ding, Jingren Zhou, Jinyang Gao, Tian Zhou, Xue Wang

arxiv:2506.11029 v1 · 2025-05-20 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{BKC5MG6KBN5Q52UWJD2WEWIRFF}

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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

5 papers in Pith

Probabilistic Low-Voltage Peak Load Forecasting with Time Series Foundation Models Evaluated on Application-Oriented Metrics

CITRAS-FM: Tiny Time Series Foundation Model for Covariate-Informed Zero-Shot Forecasting

TiRex-2: Generalizing TiRex to Multivariate Data and Streaming

Time Series as Language: A Universal Tokenizer for General-Purpose Time Series Foundation Models

WaveMoE: A Wavelet-Enhanced Mixture-of-Experts Foundation Model for Time Series Forecasting

Receipt and verification

First computed	2026-07-05T11:20:58.171279Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a85d61bca0b7b0eea9648f56259112962e6f37f3dfa5043a09e4fd1838943fb

Aliases

arxiv: 2506.11029 · arxiv_version: 2506.11029v1 · doi: 10.48550/arxiv.2506.11029 · pith_short_12: BKC5MG6KBN5Q · pith_short_16: BKC5MG6KBN5Q52UW · pith_short_8: BKC5MG6K

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/BKC5MG6KBN5Q52UWJD2WEWIRFF \
  | 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: 0a85d61bca0b7b0eea9648f56259112962e6f37f3dfa5043a09e4fd1838943fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "780b3fb44922698dca260c201688ff707ca399da3d19eb4cabaaba1c8fe6e9b5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-20T14:31:06Z",
    "title_canon_sha256": "7eb7509a20ca59b0468b836f8fbe079b415d68ec0d0e69748a608d4b61a5d7c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.11029",
    "kind": "arxiv",
    "version": 1
  }
}