Pith Number

pith:R2HM75JQ

pith:2024:R2HM75JQLR3UWJUZU7NVGXMHOD

not attested not anchored not stored refs pending

TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables

Guo Qin, Haixu Wu, Haoran Zhang, Jianmin Wang, Jiaxiang Dong, Mingsheng Long, Yong Liu, Yunzhong Qiu, Yuxuan Wang

arxiv:2402.19072 v4 · 2024-02-29 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R2HM75JQLR3UWJUZU7NVGXMHOD}

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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

8 papers in Pith

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Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis

One Step Closer to Ground Truth: A Multi-Scale Residual-Aware Representation Learning Pipeline for Predicting Time Series Data

Physics-Guided Spatiotemporal State Space Modeling for Lookahead Molten Pool Segmentation in Laser Wire-Feed Welding

Deep Time Series Models: A Comprehensive Survey and Benchmark

Receipt and verification

First computed	2026-07-05T09:33:29.269376Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e8ecff5305c774b2699a7db535d8770ddcf1fe28f071c66f949dc8adab9e950

Aliases

arxiv: 2402.19072 · arxiv_version: 2402.19072v4 · doi: 10.48550/arxiv.2402.19072 · pith_short_12: R2HM75JQLR3U · pith_short_16: R2HM75JQLR3UWJUZ · pith_short_8: R2HM75JQ

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/R2HM75JQLR3UWJUZU7NVGXMHOD \
  | 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: 8e8ecff5305c774b2699a7db535d8770ddcf1fe28f071c66f949dc8adab9e950

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5026b3bd3a5369b1b009e212810d19992c3a8256ef9677982243a32ffa1209f5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-29T11:54:35Z",
    "title_canon_sha256": "bb4bca8a5b329e068d29bca6254a9d93bd489e29df65dd15a217e705ed5c2270"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.19072",
    "kind": "arxiv",
    "version": 4
  }
}