Pith Number

pith:3RMQYQFD

pith:2025:3RMQYQFD6O25CWXSCGF6Z3DGDN

not attested not anchored not stored refs pending

LLM-PS: Empowering Large Language Models for Time Series Forecasting with Temporal Patterns and Semantics

Chen Gong, Dacheng Tao, Jialiang Tang, Jing Zhang, Shuo Chen

arxiv:2503.09656 v1 · 2025-03-12 · cs.LG · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3RMQYQFD6O25CWXSCGF6Z3DGDN}

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	2026-07-05T10:30:05.593412Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc590c40a3f3b5d15af2118becec661b617f0756320a1a56733cf70708419ef1

Aliases

arxiv: 2503.09656 · arxiv_version: 2503.09656v1 · doi: 10.48550/arxiv.2503.09656 · pith_short_12: 3RMQYQFD6O25 · pith_short_16: 3RMQYQFD6O25CWXS · pith_short_8: 3RMQYQFD

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/3RMQYQFD6O25CWXSCGF6Z3DGDN \
  | 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: dc590c40a3f3b5d15af2118becec661b617f0756320a1a56733cf70708419ef1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "579509e0dc52e3daaf400a782b9b7885d97fca3cc80bb07800716c061381516f",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-12T11:45:11Z",
    "title_canon_sha256": "1dbe85351706017fdf4687e56deb1750ced80349e6bb531e04062e3cc8b0005a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.09656",
    "kind": "arxiv",
    "version": 1
  }
}