Pith Number

pith:MOJA3QA7

pith:2024:MOJA3QA7CIRNWKMUEULF3RKKYL

not attested not anchored not stored refs pending

TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Aoying Zhou, Bin Yang, Buang Zhang, Chenjuan Guo, Christian S. Jensen, Jilin Hu, Junyang Du, Lekui Zhou, Xiangfei Qiu, Xingjian Wu, Zhenli Sheng

arxiv:2403.20150 v4 · 2024-03-29 · cs.LG · cs.AI · cs.CY

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\usepackage{pith}
\pithnumber{MOJA3QA7CIRNWKMUEULF3RKKYL}

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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

How Good Can Linear Models Be for Time-Series Forecasting?

PMDformer: Patch-Mean Decoupling Information Transformer for Long-term Forecasting

Expectations vs. Realities: The Cost of MSE-Optimal Forecasting Under Conditional Uncertainty

How Good Can Linear Models Be for Time-Series Forecasting?

Deep Time Series Models: A Comprehensive Survey and Benchmark

Receipt and verification

First computed	2026-07-05T11:55:14.075108Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63920dc01f1222db299425165dc54ac2e0735027a4af91ecce72f86bb0f73035

Aliases

arxiv: 2403.20150 · arxiv_version: 2403.20150v4 · doi: 10.48550/arxiv.2403.20150 · pith_short_12: MOJA3QA7CIRN · pith_short_16: MOJA3QA7CIRNWKMU · pith_short_8: MOJA3QA7

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/MOJA3QA7CIRNWKMUEULF3RKKYL \
  | 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: 63920dc01f1222db299425165dc54ac2e0735027a4af91ecce72f86bb0f73035

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e7d23bab7e6c0a04ab557d0f95ca5761e8d1a80d37901c9bd203def57c785937",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-29T12:37:57Z",
    "title_canon_sha256": "0c5f0d8826e2e6b4eb7e0b22138f293d8006af0da2e59f2a68af36874c1e4749"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.20150",
    "kind": "arxiv",
    "version": 4
  }
}