Pith Number

pith:OI5MZABP

pith:2024:OI5MZABPQVLXDMMHKXM2UWOZLR

not attested not anchored not stored refs pending

Large Language Models for Time Series: A Survey

Jingbo Shang, Rajesh K. Gupta, Ranak Roy Chowdhury, Xiyuan Zhang

arxiv:2402.01801 v3 · 2024-02-02 · cs.LG · cs.AI · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OI5MZABPQVLXDMMHKXM2UWOZLR}

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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

14 papers in Pith

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InA-Probe: Instruction-Aware Active Probing for Time Series Forecasting with LLMs

Spectra as Language: Large Language Models for Scalable Stellar Parameter and Abundance Inference

Receipt and verification

First computed	2026-07-05T08:16:08.539368Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

723acc802f855771b18755d9aa59d95c561cfa85f21b2c8ee0451e0200b11759

Aliases

arxiv: 2402.01801 · arxiv_version: 2402.01801v3 · doi: 10.48550/arxiv.2402.01801 · pith_short_12: OI5MZABPQVLX · pith_short_16: OI5MZABPQVLXDMMH · pith_short_8: OI5MZABP

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/OI5MZABPQVLXDMMHKXM2UWOZLR \
  | 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: 723acc802f855771b18755d9aa59d95c561cfa85f21b2c8ee0451e0200b11759

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15028e100540b8a3001787129b9ef3f0f34edfebdc1fee57d029002fe754ee91",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-02T07:24:35Z",
    "title_canon_sha256": "ebafb2bb6a09fd35a8b0c96b9a852d1d283703554ea6d3170a2da18a3187debb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.01801",
    "kind": "arxiv",
    "version": 3
  }
}