Pith Number

pith:O57UAMKS

pith:2024:O57UAMKSR5SD4CTAGJDMZWXKRA

not attested not anchored not stored refs pending

How Much Can Time-related Features Enhance Time Series Forecasting?

Chaolv Zeng, Guanjie Zheng, Yuan Tian, Yunjun Gao

arxiv:2412.01557 v1 · 2024-12-02 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O57UAMKSR5SD4CTAGJDMZWXKRA}

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

AlphaCast: A Human Wisdom-LLM Intelligence Co-Reasoning Framework for Interactive Time Series Forecasting

Receipt and verification

First computed	2026-07-05T09:43:15.011324Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

777f4031528f643e0a603246ccdaea883561cba01ca1bdbc42cf84707f7f6e71

Aliases

arxiv: 2412.01557 · arxiv_version: 2412.01557v1 · doi: 10.48550/arxiv.2412.01557 · pith_short_12: O57UAMKSR5SD · pith_short_16: O57UAMKSR5SD4CTA · pith_short_8: O57UAMKS

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/O57UAMKSR5SD4CTAGJDMZWXKRA \
  | 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: 777f4031528f643e0a603246ccdaea883561cba01ca1bdbc42cf84707f7f6e71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c1854ad5af5dccced65a5d65a1afde001c8299f00b386de61db4e27c80274ff9",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-02T14:45:26Z",
    "title_canon_sha256": "55cde1d7a5b5833f864e2ae62d539d38916200e074981f12acb6f56c80865746"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01557",
    "kind": "arxiv",
    "version": 1
  }
}