Pith Number

pith:NLGCITCP

pith:2024:NLGCITCPSUE7HRPB7SXA7Q4MVK

not attested not anchored not stored refs pending

Leveraging 2D Information for Long-term Time Series Forecasting with Vanilla Transformers

Di Luo, Dongyan Zhao, Rui Yan, Shuqi Li, Xin Cheng, Xiuying Chen, Xun Wang

arxiv:2405.13810 v1 · 2024-05-22 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{NLGCITCPSUE7HRPB7SXA7Q4MVK}

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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

STARE: Predicting Decision Making Based on Spatio-Temporal Eye Movements

Receipt and verification

First computed	2026-07-05T08:22:07.197787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6acc244c4f9509f3c5e1fcae0fc38caabd56e3a93b961b0a90041e929de731ff

Aliases

arxiv: 2405.13810 · arxiv_version: 2405.13810v1 · doi: 10.48550/arxiv.2405.13810 · pith_short_12: NLGCITCPSUE7 · pith_short_16: NLGCITCPSUE7HRPB · pith_short_8: NLGCITCP

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/NLGCITCPSUE7HRPB7SXA7Q4MVK \
  | 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: 6acc244c4f9509f3c5e1fcae0fc38caabd56e3a93b961b0a90041e929de731ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c630b6609692b38b2f8f554334363f2aa81c08a4d8a059a20163cdd90b0d0a3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-22T16:41:21Z",
    "title_canon_sha256": "628c16edf712033bfba4e27b191ceb87e5f944f33ddbc87c0efef7fa18b6f7e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13810",
    "kind": "arxiv",
    "version": 1
  }
}