Pith Number

pith:IN7R7IQM

pith:2025:IN7R7IQMCGVGPTXGJM3GSNRKQ4

not attested not anchored not stored refs pending

Revisiting LLMs as Zero-Shot Time-Series Forecasters: Small Noise Can Break Large Models

Daehoon Gwak, Dohyun Lee, Hyuck Lee, Jaegul Choo, Junwoo Park

arxiv:2506.00457 v1 · 2025-05-31 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IN7R7IQMCGVGPTXGJM3GSNRKQ4}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T11:13:35.176506Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

437f1fa20c11aa67cee64b3669362a872ff8db0a9c452a2acb9d5f5d14439a4c

Aliases

arxiv: 2506.00457 · arxiv_version: 2506.00457v1 · doi: 10.48550/arxiv.2506.00457 · pith_short_12: IN7R7IQMCGVG · pith_short_16: IN7R7IQMCGVGPTXG · pith_short_8: IN7R7IQM

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/IN7R7IQMCGVGPTXGJM3GSNRKQ4 \
  | 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: 437f1fa20c11aa67cee64b3669362a872ff8db0a9c452a2acb9d5f5d14439a4c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "59bb28e8ec7f476a2f184943e36da0d02b2fa88927b7c6f08132679343e5f6f0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-31T08:24:01Z",
    "title_canon_sha256": "8c74c1b04eb76a64531da58f79fe2a190c3c80c46873c717f4be245d7830acf2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.00457",
    "kind": "arxiv",
    "version": 1
  }
}