Pith Number

pith:KKKHDYCK

pith:2022:KKKHDYCKLFH4SHQI2CJARKJOTH

not attested not anchored not stored refs pending

Are Transformers Effective for Time Series Forecasting?

Ailing Zeng, Lei Zhang, Muxi Chen, Qiang Xu

arxiv:2205.13504 v3 · 2022-05-26 · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KKKHDYCKLFH4SHQI2CJARKJOTH}

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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

16 papers in Pith

RhyMix: A Lightweight Adaptive Multi-Rhythm Network for Long-Term Time Series Forecasting

Flow-PIN: A Two-Stage Power-Flow-Guided Method for System-Wide Multivariate Profile Inpainting in Distribution Networks

ConTex: Reformulating Counterfactual Generation For Time Series Forecasting

CloudCons: A Comprehensive End-to-End Benchmark for Cloud Resource Consolidation

GITCO: Gated Inference-Time Context Optimization in TSFMs

Receipt and verification

First computed	2026-07-05T04:49:23.125629Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

529471e04a594fc91e08d09208a92e99d1d54a96fcd5208cb660b1d6eaf66592

Aliases

arxiv: 2205.13504 · arxiv_version: 2205.13504v3 · doi: 10.48550/arxiv.2205.13504 · pith_short_12: KKKHDYCKLFH4 · pith_short_16: KKKHDYCKLFH4SHQI · pith_short_8: KKKHDYCK

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/KKKHDYCKLFH4SHQI2CJARKJOTH \
  | 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: 529471e04a594fc91e08d09208a92e99d1d54a96fcd5208cb660b1d6eaf66592

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "596b3bd099f147e8cfe5528d4c9437f1dc6b70a7c249cea892a77d4a163c8203",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-05-26T17:17:08Z",
    "title_canon_sha256": "d1e91df11fe753faec6f172507abc922033732ef882ab823eae4cdec0238ff8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.13504",
    "kind": "arxiv",
    "version": 3
  }
}