Pith Number

pith:3K4LLSA5

pith:2023:3K4LLSA52L3OA3O7HQ25AND266

not attested not anchored not stored refs pending

Understanding the Role of Textual Prompts in LLM for Time Series Forecasting: an Adapter View

Liang Sun, Peisong Niu, Rong Jin, Tian Zhou, Xue Wang

arxiv:2311.14782 v2 · 2023-11-24 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3K4LLSA52L3OA3O7HQ25AND266}

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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

3 papers in Pith

Universal Time-Series Representation Learning: A Survey

From Time Series Analysis to Question Answering: A Survey in the LLM Era

SSDA: Bridging Spectral and Structural Gaps via Dual Adaptation for Vision-Based Time Series Forecasting

Receipt and verification

First computed	2026-07-05T09:36:37.400476Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dab8b5c81dd2f6e06ddf3c35d0347af78f0c010dfd85be7e1bd1d58a396d0e4f

Aliases

arxiv: 2311.14782 · arxiv_version: 2311.14782v2 · doi: 10.48550/arxiv.2311.14782 · pith_short_12: 3K4LLSA52L3O · pith_short_16: 3K4LLSA52L3OA3O7 · pith_short_8: 3K4LLSA5

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/3K4LLSA52L3OA3O7HQ25AND266 \
  | 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: dab8b5c81dd2f6e06ddf3c35d0347af78f0c010dfd85be7e1bd1d58a396d0e4f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e127ac395d96860ef2b0f6555358addf330f4f28fafc226292c19b4df9cdc0b2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-24T16:32:47Z",
    "title_canon_sha256": "b034c71c9490ad3ae5d319af2cc97e93812d25d12decba4d1ff715914e63efc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.14782",
    "kind": "arxiv",
    "version": 2
  }
}