Pith. sign in
Pith Number

pith:72OKKSGG

pith:2024:72OKKSGGE3JSN67PX3OTP34YTN
not attested not anchored not stored refs pending

DeformTime: Capturing Variable Dependencies with Deformable Attention for Time Series Forecasting

Vasileios Lampos, Yuxuan Shu

arxiv:2406.07438 v3 · 2024-06-11 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{72OKKSGGE3JSN67PX3OTP34YTN}

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

Receipt and verification
First computed 2026-07-05T10:42:58.983329Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fe9ca548c626d326fbefbedd37ef989b44c0707627890f7da2252c489b9b0e79

Aliases

arxiv: 2406.07438 · arxiv_version: 2406.07438v3 · doi: 10.48550/arxiv.2406.07438 · pith_short_12: 72OKKSGGE3JS · pith_short_16: 72OKKSGGE3JSN67P · pith_short_8: 72OKKSGG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/72OKKSGGE3JSN67PX3OTP34YTN \
  | 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: fe9ca548c626d326fbefbedd37ef989b44c0707627890f7da2252c489b9b0e79
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "debd43c7ee5b7153cd6e47f2f329e56bccc1ebb6868ffa21097c3f83e7bc7e97",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-11T16:45:48Z",
    "title_canon_sha256": "182f492a0b3661905416d4cb9552868f7bf73470116efb731ff95fcc4d478631"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.07438",
    "kind": "arxiv",
    "version": 3
  }
}