Pith Number

pith:L535ABSK

pith:2024:L535ABSKGP62ND3H4VBVWTEPXH

not attested not anchored not stored refs pending

Knowledge-enhanced Transformer for Multivariate Long Sequence Time-series Forecasting

Jasashwi Mandal, Manoj Kumar Tiwari, Rony Mitra, Shubham Tanaji Kakde

arxiv:2411.11046 v1 · 2024-11-17 · 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{L535ABSKGP62ND3H4VBVWTEPXH}

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.

Receipt and verification

First computed	2026-07-05T09:36:27.953970Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f77d0064a33fda68f67e5435b4c8fb9c0bad4ea217fec122c4da23fab9ff9dd

Aliases

arxiv: 2411.11046 · arxiv_version: 2411.11046v1 · doi: 10.48550/arxiv.2411.11046 · pith_short_12: L535ABSKGP62 · pith_short_16: L535ABSKGP62ND3H · pith_short_8: L535ABSK

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/L535ABSKGP62ND3H4VBVWTEPXH \
  | 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: 5f77d0064a33fda68f67e5435b4c8fb9c0bad4ea217fec122c4da23fab9ff9dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41f28c63776badf445000eaf968be2beca05c362bc6b811513bbea55e3ceb676",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-17T11:53:54Z",
    "title_canon_sha256": "00c831ed7e1fb22f316423f750ec2d69859c5436bdfe8bf45c4c04441492d826"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.11046",
    "kind": "arxiv",
    "version": 1
  }
}