Pith Number

pith:OVJ6ZYCY

pith:2024:OVJ6ZYCYZO2UDQL57G4T7YWRM2

not attested not anchored not stored refs pending

SAMformer: Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention

Aladin Virmaux, Ambroise Odonnat, Giuseppe Paolo, Ievgen Redko, Romain Ilbert, Themis Palpanas, Vasilii Feofanov

arxiv:2402.10198 v3 · 2024-02-15 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{OVJ6ZYCYZO2UDQL57G4T7YWRM2}

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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

1 paper in Pith

AlphaCast: A Human Wisdom-LLM Intelligence Co-Reasoning Framework for Interactive Time Series Forecasting

Receipt and verification

First computed	2026-07-05T08:26:19.676369Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7553ece058cbb541c17df9b93fe2d166bbb5ff74810f3c7fe073f5844f5a2ff7

Aliases

arxiv: 2402.10198 · arxiv_version: 2402.10198v3 · doi: 10.48550/arxiv.2402.10198 · pith_short_12: OVJ6ZYCYZO2U · pith_short_16: OVJ6ZYCYZO2UDQL5 · pith_short_8: OVJ6ZYCY

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/OVJ6ZYCYZO2UDQL57G4T7YWRM2 \
  | 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: 7553ece058cbb541c17df9b93fe2d166bbb5ff74810f3c7fe073f5844f5a2ff7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e1418635415dd7c92ac99c377e67b386742ea6ef14c1d9a5a45572e4785b1f2a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-15T18:55:05Z",
    "title_canon_sha256": "ac789a5e433167406f28c4fae673f33b8fe24e5b6ac4599f0208580b5e24d520"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.10198",
    "kind": "arxiv",
    "version": 3
  }
}