Pith Number

pith:QQNBEOD6

pith:2024:QQNBEOD6MYVWRG5VFSY7HJEQSB

not attested not anchored not stored refs pending

TimeRAF: Retrieval-Augmented Foundation model for Zero-shot Time Series Forecasting

Chang Xu, Huanyu Zhang, Jiang Bian, Liang Wang, Tieniu Tan, Yi-Fan Zhang, Zhang Zhang

arxiv:2412.20810 v1 · 2024-12-30 · cs.LG

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\usepackage{pith}
\pithnumber{QQNBEOD6MYVWRG5VFSY7HJEQSB}

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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

Large Language models for Time Series Analysis: Techniques, Applications, and Challenges

Receipt and verification

First computed	2026-07-05T09:55:22.727888Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

841a12387e662b689bb52cb1f3a490904158cc592e3205c8c41aa9297cee440e

Aliases

arxiv: 2412.20810 · arxiv_version: 2412.20810v1 · doi: 10.48550/arxiv.2412.20810 · pith_short_12: QQNBEOD6MYVW · pith_short_16: QQNBEOD6MYVWRG5V · pith_short_8: QQNBEOD6

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/QQNBEOD6MYVWRG5VFSY7HJEQSB \
  | 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: 841a12387e662b689bb52cb1f3a490904158cc592e3205c8c41aa9297cee440e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93db15b3e1e624e579dda486d48ff957476ed49dcaa44dc7a52acb1e79e1ff77",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-30T09:06:47Z",
    "title_canon_sha256": "d2566e9d6baae380566d0021752121506034abbde5ab756da97b38f85c9a8513"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20810",
    "kind": "arxiv",
    "version": 1
  }
}