Pith Number

pith:DZAHMSDX

pith:2024:DZAHMSDXFZ5IBRZY75VRU2SZOJ

not attested not anchored not stored refs pending

InjectTST: A Transformer Method of Injecting Global Information into Independent Channels for Long Time Series Forecasting

Ce Chi, Chao Deng, Di Jin, Junlan Feng, Kexin Yang, Lin Zhu, Xing Wang, Zhiyan Song

arxiv:2403.02814 v1 · 2024-03-05 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DZAHMSDXFZ5IBRZY75VRU2SZOJ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Channel Normalization for Time Series Channel Identification

Receipt and verification

First computed	2026-07-05T07:52:22.945612Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e407648772e7a80c738ff6b1a6a59726f1dbbeb87e7bf5cf9cf97c83bc5a997

Aliases

arxiv: 2403.02814 · arxiv_version: 2403.02814v1 · doi: 10.48550/arxiv.2403.02814 · pith_short_12: DZAHMSDXFZ5I · pith_short_16: DZAHMSDXFZ5IBRZY · pith_short_8: DZAHMSDX

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/DZAHMSDXFZ5IBRZY75VRU2SZOJ \
  | 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: 1e407648772e7a80c738ff6b1a6a59726f1dbbeb87e7bf5cf9cf97c83bc5a997

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47fac6abd38458b51bb1b0ec52481ce873a3e7bc02fa3b20fd8720b8a516026f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-05T09:33:36Z",
    "title_canon_sha256": "0b7d667f477454988eca4cb1b652ca3d9833f5a8a767262c66c1c91bdbad1e55"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.02814",
    "kind": "arxiv",
    "version": 1
  }
}