Pith Number

pith:TT5DPV22

pith:2024:TT5DPV22W5E5SXB3WX3SX2H5EO

not attested not anchored not stored refs pending

Timer-XL: Long-Context Transformers for Unified Time Series Forecasting

Guo Qin, Jianmin Wang, Mingsheng Long, Xiangdong Huang, Yong Liu

arxiv:2410.04803 v4 · 2024-10-07 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{TT5DPV22W5E5SXB3WX3SX2H5EO}

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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

10 papers in Pith

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Super-Linear: A Lightweight Pretrained Mixture of Linear Experts for Time Series Forecasting

Reasoning through Verifiable Forecast Actions: Consistency-Grounded RL for Financial LLMs

Kairos: Toward Adaptive and Parameter-Efficient Time Series Foundation Models

Receipt and verification

First computed	2026-07-05T10:22:06.433321Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9cfa37d75ab749d95c3bb5f72be8fd238a97f08e1c35c55d00773ab4c1bdc8e7

Aliases

arxiv: 2410.04803 · arxiv_version: 2410.04803v4 · doi: 10.48550/arxiv.2410.04803 · pith_short_12: TT5DPV22W5E5 · pith_short_16: TT5DPV22W5E5SXB3 · pith_short_8: TT5DPV22

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/TT5DPV22W5E5SXB3WX3SX2H5EO \
  | 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: 9cfa37d75ab749d95c3bb5f72be8fd238a97f08e1c35c55d00773ab4c1bdc8e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1cc1cbb975c685d2a8269309666ec9fb965f55efbf1f2fbdd19dc2d934783d51",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-07T07:27:39Z",
    "title_canon_sha256": "8c14942ab233785ded8a33fee4777d644f5e5c800b92749a082c536cb009d75c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04803",
    "kind": "arxiv",
    "version": 4
  }
}