pith. sign in
Pith Number

pith:67IH4YHY

pith:2025:67IH4YHYJRQP2MS7GLSAQSE7GT
not attested not anchored not stored refs pending

Time-Prompt: Integrated Heterogeneous Prompts for Unlocking LLMs in Time Series Forecasting

Lijuan Lan, Yonggang Li, Zesen Wang

arxiv:2506.17631 v4 · 2025-06-21 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{67IH4YHYJRQP2MS7GLSAQSE7GT}

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 2026-05-21T01:05:06.271172Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f7d07e60f84c60fd325f32e408489f34c3bf6125e5da8bfc577a0b8dcbcdfe49

Aliases

arxiv: 2506.17631 · arxiv_version: 2506.17631v4 · doi: 10.48550/arxiv.2506.17631 · pith_short_12: 67IH4YHYJRQP · pith_short_16: 67IH4YHYJRQP2MS7 · pith_short_8: 67IH4YHY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/67IH4YHYJRQP2MS7GLSAQSE7GT \
  | 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: f7d07e60f84c60fd325f32e408489f34c3bf6125e5da8bfc577a0b8dcbcdfe49
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7f17c108fd0ec6c727fdaca502743e3236c3bb62e74b36b6474375a0246b75a7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-21T08:22:25Z",
    "title_canon_sha256": "c7701c72be71396860daca154ea9e5f1c55ab8310d750d68cc6be0d1cc791d2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.17631",
    "kind": "arxiv",
    "version": 4
  }
}