Pith. sign in
Pith Number

pith:NLLSEMYF

pith:2025:NLLSEMYFHJYVR2APOLEA7MSRR3
not attested not anchored not stored refs pending

Sequence Complementor: Complementing Transformers For Time Series Forecasting with Learnable Sequences

Abolfazl Razi, Aristeidis Sotiras, Hao Wang, Huayu Li, Peijie Qiu, Wenhui Zhu, Xiwen Chen, Yalin Wang

arxiv:2501.02735 v1 · 2025-01-06 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{NLLSEMYFHJYVR2APOLEA7MSRR3}

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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 2026-07-05T09:57:11.364352Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

6ad72233053a7158e80f72c80fb2518eef04416a016b44c561d183dcb7c1e2b7

Aliases

arxiv: 2501.02735 · arxiv_version: 2501.02735v1 · doi: 10.48550/arxiv.2501.02735 · pith_short_12: NLLSEMYFHJYV · pith_short_16: NLLSEMYFHJYVR2AP · pith_short_8: NLLSEMYF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/NLLSEMYFHJYVR2APOLEA7MSRR3 \
  | 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: 6ad72233053a7158e80f72c80fb2518eef04416a016b44c561d183dcb7c1e2b7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ba6ab8a4d6b5484b03b36bf3b35cde07fcaa3ba5ed32505b2426e0be2bfbe1a4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-06T03:08:39Z",
    "title_canon_sha256": "a1b29396046a923b2ae7d7a20b027b43ced90ace2cdd67d963f017615d99a5d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.02735",
    "kind": "arxiv",
    "version": 1
  }
}