Pith Number

pith:IOZ7AA5D

pith:2026:IOZ7AA5DF2PHDDCLYD2KZAHYYM

not attested not anchored not stored refs pending

Beyond Holistic Models: Systematic Component-level Benchmarking of Deep Multivariate Time-Series Forecasting

Chaochuan Hou, Hailiang Huang, Minqi Jiang, Shiping Wang, Shuang Liang, Songqiao Han, Xu Yao

arxiv:2605.26562 v1 · 2026-05-26 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IOZ7AA5DF2PHDDCLYD2KZAHYYM}

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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.

Receipt and verification

First computed	2026-05-27T01:05:26.430568Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

43b3f003a32e9e718c4bc0f4ac80f8c317944bf25e436eae6e0e34a4c9750c58

Aliases

arxiv: 2605.26562 · arxiv_version: 2605.26562v1 · doi: 10.48550/arxiv.2605.26562 · pith_short_12: IOZ7AA5DF2PH · pith_short_16: IOZ7AA5DF2PHDDCL · pith_short_8: IOZ7AA5D

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/IOZ7AA5DF2PHDDCLYD2KZAHYYM \
  | 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: 43b3f003a32e9e718c4bc0f4ac80f8c317944bf25e436eae6e0e34a4c9750c58

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b514d01c8e75c227217bd25bd9de0beec8d20082732cea4c9bcd2f0f0e74fe54",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-26T05:18:38Z",
    "title_canon_sha256": "e8e64e3b3ceb47644f4a42276eb3da4d17f7784e27131e5f4a5f35af32e0602d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.26562",
    "kind": "arxiv",
    "version": 1
  }
}