Pith Number

pith:QSDX6SVB

pith:2024:QSDX6SVB5IUYZWB24ELN7SKD6K

not attested not anchored not stored refs pending

Towards Time Series Reasoning with LLMs

Haraldur T. Hallgr\'imsson, Lauren Gardiner, Maxwell A. Xu, Shirley You Ren, Winnie Chow

arxiv:2409.11376 v2 · 2024-09-17 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QSDX6SVB5IUYZWB24ELN7SKD6K}

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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

4 papers in Pith

FinSTaR: Towards Financial Reasoning with Time Series Reasoning Models

TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering

Time-RA: Towards Time Series Reasoning for Anomaly Diagnosis with LLM Feedback

FinSTaR: Towards Financial Reasoning with Time Series Reasoning Models

Receipt and verification

First computed	2026-07-05T09:44:14.839846Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84877f4aa1ea298cd83ae116dfc943f2a0791bb0a39d97b66b4df06d2fc72d99

Aliases

arxiv: 2409.11376 · arxiv_version: 2409.11376v2 · doi: 10.48550/arxiv.2409.11376 · pith_short_12: QSDX6SVB5IUY · pith_short_16: QSDX6SVB5IUYZWB2 · pith_short_8: QSDX6SVB

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/QSDX6SVB5IUYZWB24ELN7SKD6K \
  | 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: 84877f4aa1ea298cd83ae116dfc943f2a0791bb0a39d97b66b4df06d2fc72d99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ec76d75bd43d745cc479aa83e12aa39611c428d8c4c19985c1fd37eb37d82f5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-17T17:23:44Z",
    "title_canon_sha256": "9024c5ac4804d2385e704ce8b7dfff53282610c2da4249400e863f8244bd8ece"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.11376",
    "kind": "arxiv",
    "version": 2
  }
}