Pith Number

pith:CMF43GIB

pith:2025:CMF43GIBN4ZMP7JF43GI3PWBGP

not attested not anchored not stored refs pending

Sensorformer: Cross-patch attention with global-patch compression is effective for high-dimensional multivariate time series forecasting

Chunhua Yang, Haochuan Zhang, Huaiwen Zou, Liyang Qin, Xiaoli Wang

arxiv:2501.03284 v1 · 2025-01-06 · 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{CMF43GIBN4ZMP7JF43GI3PWBGP}

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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	2026-07-05T09:57:51.952836Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

130bcd99016f32c7fd25e6cc8dbec133eb3d9ad3e99652f3f3ff911f2ca29b41

Aliases

arxiv: 2501.03284 · arxiv_version: 2501.03284v1 · doi: 10.48550/arxiv.2501.03284 · pith_short_12: CMF43GIBN4ZM · pith_short_16: CMF43GIBN4ZMP7JF · pith_short_8: CMF43GIB

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/CMF43GIBN4ZMP7JF43GI3PWBGP \
  | 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: 130bcd99016f32c7fd25e6cc8dbec133eb3d9ad3e99652f3f3ff911f2ca29b41

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00b5618a6f8ccf1593b4aca3f1fa447edda11bd14510769718a4fa0db6bcca67",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-06T03:14:47Z",
    "title_canon_sha256": "7457a9ed65ecd242c0d9ee7eb7c36835e600daa8520c283b26d14f85d50aeb53"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.03284",
    "kind": "arxiv",
    "version": 1
  }
}