Pith Number

pith:OC2YSJ4F

pith:2026:OC2YSJ4FZYJ3LA6XDFQ5MWAZRX

not attested not anchored not stored refs pending

Efficient Test-Time Scaling for LLM-based Time Series Forecasting

Dinh Phung, Ling Luo, Minh-Tuan Tran, Trung Le, Uwe Aickelin, Xuan-May Le

arxiv:2608.08675 v1 · 2026-08-09 · 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{OC2YSJ4FZYJ3LA6XDFQ5MWAZRX}

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	2026-08-11T01:23:26.540477Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

70b5892785ce13b583d71961d658198df256f84e4326b1e289029b20e1534eb8

Aliases

arxiv: 2608.08675 · arxiv_version: 2608.08675v1 · doi: 10.48550/arxiv.2608.08675 · pith_short_12: OC2YSJ4FZYJ3 · pith_short_16: OC2YSJ4FZYJ3LA6X · pith_short_8: OC2YSJ4F

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/OC2YSJ4FZYJ3LA6XDFQ5MWAZRX \
  | 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: 70b5892785ce13b583d71961d658198df256f84e4326b1e289029b20e1534eb8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c6436ef0103a840d8da34937e0a78dc9b42ec29902a999a3c41c4ed8111aa22",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-09T12:45:08Z",
    "title_canon_sha256": "6d4292492f380c84ce5c1e029eb6957cb19d077b0e1bff7d4929f303f862bc2a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.08675",
    "kind": "arxiv",
    "version": 1
  }
}