Pith Number

pith:C23RZ2UT

pith:2025:C23RZ2UT3HTFUF7ONFEEZRBEX5

not attested not anchored not stored refs pending

Context information can be more important than reasoning for time series forecasting with a large language model

Janghoon Yang

arxiv:2502.05699 v1 · 2025-02-08 · cs.LG · 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{C23RZ2UT3HTFUF7ONFEEZRBEX5}

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	2026-07-05T10:11:42.192100Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

16b71cea93d9e65a17ee69484cc424bf6198d25f73a00f23d5d31ac22a033ebd

Aliases

arxiv: 2502.05699 · arxiv_version: 2502.05699v1 · doi: 10.48550/arxiv.2502.05699 · pith_short_12: C23RZ2UT3HTF · pith_short_16: C23RZ2UT3HTFUF7O · pith_short_8: C23RZ2UT

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/C23RZ2UT3HTFUF7ONFEEZRBEX5 \
  | 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: 16b71cea93d9e65a17ee69484cc424bf6198d25f73a00f23d5d31ac22a033ebd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a5d9e2d20acc28ece44e89f6f6f9835f77ecd85753b3ead072d0b49dc954f24",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-08T21:39:07Z",
    "title_canon_sha256": "ee41e04edac87d8ac9e2dbe7298abbd830cc18eb62ed3a5b26c240998738436b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05699",
    "kind": "arxiv",
    "version": 1
  }
}