Pith Number

pith:BGZ4QEX2

pith:2023:BGZ4QEX2FCK2PNZMFXQ25O3UMZ

not attested not anchored not stored refs pending

Is Channel Independent strategy optimal for Time Series Forecasting?

Yuan Peiwen, Zhu Changsheng

arxiv:2310.17658 v4 · 2023-10-18 · cs.LG · cs.AI · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BGZ4QEX2FCK2PNZMFXQ25O3UMZ}

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

Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting

Receipt and verification

First computed	2026-07-05T07:25:47.317905Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09b3c812fa2895a7b72c2de1aebb7466638b205eabc5b1fe94d38c694f6a0c20

Aliases

arxiv: 2310.17658 · arxiv_version: 2310.17658v4 · doi: 10.48550/arxiv.2310.17658 · pith_short_12: BGZ4QEX2FCK2 · pith_short_16: BGZ4QEX2FCK2PNZM · pith_short_8: BGZ4QEX2

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/BGZ4QEX2FCK2PNZMFXQ25O3UMZ \
  | 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: 09b3c812fa2895a7b72c2de1aebb7466638b205eabc5b1fe94d38c694f6a0c20

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f2c2aa5ac0b3089fa215b564214ca6e8fc5769f22e0579e517402f10f78374c",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-18T15:24:34Z",
    "title_canon_sha256": "00ed02696bff95479d85b53fd23be4db0e789f7b7914836123700e96bd3b5709"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.17658",
    "kind": "arxiv",
    "version": 4
  }
}