Pith Number

pith:WE4H6QD6

pith:2023:WE4H6QD6S7VQVGR6NC4QC25SHN

not attested not anchored not stored refs pending

CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting

Bixiong Li, Haoxin Wang, Honghe Dai, Kunlan Xiang, Nan Yin, Site Mo, Songhai Fan, Yipeng Mo

arxiv:2312.06220 v2 · 2023-12-11 · 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{WE4H6QD6S7VQVGR6NC4QC25SHN}

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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

Deep Time Series Models: A Comprehensive Survey and Benchmark

Receipt and verification

First computed	2026-07-05T09:50:00.627620Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b1387f407e97eb0a9a3e68b9016bb23b5a673ca1075d5344952455752d22a76a

Aliases

arxiv: 2312.06220 · arxiv_version: 2312.06220v2 · doi: 10.48550/arxiv.2312.06220 · pith_short_12: WE4H6QD6S7VQ · pith_short_16: WE4H6QD6S7VQVGR6 · pith_short_8: WE4H6QD6

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/WE4H6QD6S7VQVGR6NC4QC25SHN \
  | 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: b1387f407e97eb0a9a3e68b9016bb23b5a673ca1075d5344952455752d22a76a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e3eba1b9a2c3670cf220a3914e143148b3ca75aa4c1a1056cf88ff9200773f64",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-11T09:10:38Z",
    "title_canon_sha256": "4ce3351c41be63c725cfbbbab755897664b1bac50c4a8b3765a1f908f8e8bf32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.06220",
    "kind": "arxiv",
    "version": 2
  }
}