Pith Number

pith:XLLOSMZZ

pith:2024:XLLOSMZZTPEDQVVH5DKP6UC3CO

not attested not anchored not stored refs pending

PSformer: Parameter-efficient Transformer with Segment Attention for Time Series Forecasting

Danny Dongning Sun, Fei Ma, Jian Xu, Shao-Lun Huang, Xiao-Ping Zhang, Yanlong Wang

arxiv:2411.01419 v2 · 2024-11-03 · 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{XLLOSMZZTPEDQVVH5DKP6UC3CO}

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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

VFEM: Visual Feature Empowered Multivariate Time Series Forecasting with Cross-Modal Fusion

Receipt and verification

First computed	2026-07-05T10:12:22.916957Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bad6e933399bc83856a7e8d4ff505b13bb1243d00beae6d6ec437f98aeafc43b

Aliases

arxiv: 2411.01419 · arxiv_version: 2411.01419v2 · doi: 10.48550/arxiv.2411.01419 · pith_short_12: XLLOSMZZTPED · pith_short_16: XLLOSMZZTPEDQVVH · pith_short_8: XLLOSMZZ

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/XLLOSMZZTPEDQVVH5DKP6UC3CO \
  | 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: bad6e933399bc83856a7e8d4ff505b13bb1243d00beae6d6ec437f98aeafc43b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94c6a4a3e2a84e84fa2eb101c7fec16c6037275afb79140b0f7f0401c63b6887",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-03T03:04:00Z",
    "title_canon_sha256": "c9fe8a3d6633a71927bb98952b99082f450ab09aa5c5cb59b314d9b9b847379a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.01419",
    "kind": "arxiv",
    "version": 2
  }
}