Pith. sign in
Pith Number

pith:NH7RSM6E

pith:2025:NH7RSM6ELFWEXQG5SPPQTYTWMV
not attested not anchored not stored refs pending

HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting

Liu Liu, Peilin Zhao, Pengcheng Wu, Shibo Feng, Zhiqi Shen

arxiv:2502.08302 v1 · 2025-02-12 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{NH7RSM6ELFWEXQG5SPPQTYTWMV}

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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 2026-07-05T10:13:20.669685Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

69ff1933c4596c4bc0dd93df09e27665789757c74109fa252ee96f56d4bcd6c8

Aliases

arxiv: 2502.08302 · arxiv_version: 2502.08302v1 · doi: 10.48550/arxiv.2502.08302 · pith_short_12: NH7RSM6ELFWE · pith_short_16: NH7RSM6ELFWEXQG5 · pith_short_8: NH7RSM6E
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/NH7RSM6ELFWEXQG5SPPQTYTWMV \
  | 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: 69ff1933c4596c4bc0dd93df09e27665789757c74109fa252ee96f56d4bcd6c8
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e618915335c76270b86e7f6692c4d0c287fd9c04bfbf3c956eadae7a75a0a888",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-12T11:03:51Z",
    "title_canon_sha256": "dd97b302b94b61d8bbd1212fdc29f117c890d6533d77d08dcdd5e990765d0d0c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08302",
    "kind": "arxiv",
    "version": 1
  }
}