Pith Number

pith:LJHQOA74

pith:2025:LJHQOA74NVTZHFGKD3FKF3SB4W

not attested not anchored not stored refs pending

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling

Defu Cao, Wei Yang, Yan Liu

arxiv:2507.22053 v1 · 2025-07-29 · 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{LJHQOA74NVTZHFGKD3FKF3SB4W}

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

Speaking Numbers to LLMs: Multi-Wavelet Number Embeddings for Time Series Forecasting

Receipt and verification

First computed	2026-07-05T11:45:12.283264Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a4f0703fc6d679394ca1ecaa2ee41e5a317f4b5320eb21c3bf1c59dd5ce5be0

Aliases

arxiv: 2507.22053 · arxiv_version: 2507.22053v1 · doi: 10.48550/arxiv.2507.22053 · pith_short_12: LJHQOA74NVTZ · pith_short_16: LJHQOA74NVTZHFGK · pith_short_8: LJHQOA74

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/LJHQOA74NVTZHFGKD3FKF3SB4W \
  | 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: 5a4f0703fc6d679394ca1ecaa2ee41e5a317f4b5320eb21c3bf1c59dd5ce5be0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9dc6c8a7443e1f013cf9a144a26520aca9c61a184c5d52f76fe348ab6cb6e13e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-29T17:56:38Z",
    "title_canon_sha256": "d07e4039cad57f8990b0e2a9b1989f86563091533c5c6140d5610b14be0b2778"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.22053",
    "kind": "arxiv",
    "version": 1
  }
}