Pith Number

pith:Z22XFEDL

pith:2024:Z22XFEDL2A7KBWHCJOZEP6QU3R

not attested not anchored not stored refs pending

TimeRAG: BOOSTING LLM Time Series Forecasting via Retrieval-Augmented Generation

Dong Wang, Haoqi Zheng, Ruochun Jin, Silin Yang

arxiv:2412.16643 v1 · 2024-12-21 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z22XFEDL2A7KBWHCJOZEP6QU3R}

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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

1 paper in Pith

Retrieval-augmented Large Language Models for Financial Time Series Forecasting

Receipt and verification

First computed	2026-07-05T09:53:10.917138Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ceb572906bd03ea0d8e24bb247fa14dc5c3e3618ff5f85b4d69df4d73f1d9adb

Aliases

arxiv: 2412.16643 · arxiv_version: 2412.16643v1 · doi: 10.48550/arxiv.2412.16643 · pith_short_12: Z22XFEDL2A7K · pith_short_16: Z22XFEDL2A7KBWHC · pith_short_8: Z22XFEDL

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/Z22XFEDL2A7KBWHCJOZEP6QU3R \
  | 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: ceb572906bd03ea0d8e24bb247fa14dc5c3e3618ff5f85b4d69df4d73f1d9adb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3b78b0a6827241f0ad41c91fa5aafe6def800bd2de82165d8ac6092777cbd30",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-21T14:27:38Z",
    "title_canon_sha256": "805ae30dede7f0e76430b0de5766cf12170cc2bdce791b945437a417d3d35713"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16643",
    "kind": "arxiv",
    "version": 1
  }
}