Pith Number

pith:NYPYMAZD

pith:2025:NYPYMAZDO5DIQMH7Z2P55HV5RS

not attested not anchored not stored refs pending

Unveiling the Potential of Text in High-Dimensional Time Series Forecasting

Christoph Bergmeir, Shilin Qu, Weiqing Wang, Xin Zhou, Zhiqiang Zhang

arxiv:2501.07048 v1 · 2025-01-13 · 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{NYPYMAZDO5DIQMH7Z2P55HV5RS}

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.

Cited by

1 paper in Pith

Text Reinforcement for Multimodal Time Series Forecasting

Receipt and verification

First computed	2026-07-05T10:00:14.234667Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e1f86032377468830ffce9fde9ebd8cb950408395075a9931bd620d3436cc70

Aliases

arxiv: 2501.07048 · arxiv_version: 2501.07048v1 · doi: 10.48550/arxiv.2501.07048 · pith_short_12: NYPYMAZDO5DI · pith_short_16: NYPYMAZDO5DIQMH7 · pith_short_8: NYPYMAZD

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/NYPYMAZDO5DIQMH7Z2P55HV5RS \
  | 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: 6e1f86032377468830ffce9fde9ebd8cb950408395075a9931bd620d3436cc70

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31104420f38b26708c8c525294548ed08f0fec2d7f0b2dcb77be7db06952eaa2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-13T04:10:45Z",
    "title_canon_sha256": "79514642bfc9a3ee891208ddd10b5a5370b889cd5f65df37538f0d4b11f81070"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.07048",
    "kind": "arxiv",
    "version": 1
  }
}