Pith Number

pith:WD5SMKK6

pith:2025:WD5SMKK6MIBNS7DJNGSVZJ3OO3

not attested not anchored not stored refs pending

Enhancing Time Series Forecasting via Logic-Inspired Regularization

JianQi Zhang, Jingyao Wang, Wenwen Qiang, Xingchen Shen

arxiv:2503.06867 v1 · 2025-03-10 · cs.AI · 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{WD5SMKK6MIBNS7DJNGSVZJ3OO3}

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	2026-07-05T10:27:44.664426Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0fb26295e6202d97c6969a55ca76e76d942a9f21257dac50290d92ef0131738

Aliases

arxiv: 2503.06867 · arxiv_version: 2503.06867v1 · doi: 10.48550/arxiv.2503.06867 · pith_short_12: WD5SMKK6MIBN · pith_short_16: WD5SMKK6MIBNS7DJ · pith_short_8: WD5SMKK6

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/WD5SMKK6MIBNS7DJNGSVZJ3OO3 \
  | 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: b0fb26295e6202d97c6969a55ca76e76d942a9f21257dac50290d92ef0131738

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b4838194b27ff9226ea0b939dc8cdbea0189b6c6ed1e01f13f366e5729179886",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-03-10T02:44:11Z",
    "title_canon_sha256": "85acc6ea83614d9b1b83b5007cb70f708fcca41164003a4229d97341570df9fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.06867",
    "kind": "arxiv",
    "version": 1
  }
}