Pith Number

pith:6DU6TX27

pith:2019:6DU6TX27EWYQEUUJF3S7WMRBR2

not attested not anchored not stored refs pending

Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting

Shiyang Li, Wenhu Chen, Xiaoyong Jin, Xifeng Yan, Xiyou Zhou, Yao Xuan, Yu-Xiang Wang

arxiv:1907.00235 v3 · 2019-06-29 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6DU6TX27EWYQEUUJF3S7WMRBR2}

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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

Spectral Transformer Neural Processes

Receipt and verification

First computed	2026-07-05T00:29:28.430766Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0e9e9df5f25b10252892ee5fb32218ebce95d71351df5f2c1903d3563a3fe54

Aliases

arxiv: 1907.00235 · arxiv_version: 1907.00235v3 · doi: 10.48550/arxiv.1907.00235 · pith_short_12: 6DU6TX27EWYQ · pith_short_16: 6DU6TX27EWYQEUUJ · pith_short_8: 6DU6TX27

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/6DU6TX27EWYQEUUJF3S7WMRBR2 \
  | 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: f0e9e9df5f25b10252892ee5fb32218ebce95d71351df5f2c1903d3563a3fe54

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4081787c4a9fa40179306d452c4b3d58fe31aca518f630a1bc4ce85277253d42",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-29T16:36:04Z",
    "title_canon_sha256": "9638b863bc81485c92ac7e73c030b6e7982b0b2dd5014a4d0c5d93577fbcb7ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.00235",
    "kind": "arxiv",
    "version": 3
  }
}