Pith Number

pith:S56DRMWI

pith:2024:S56DRMWINSZKJXRZ4SJXQAX52Y

not attested not anchored not stored refs pending

Enhancing Foundation Models for Time Series Forecasting via Wavelet-based Tokenization

Abdul Fatir Ansari, Andrew Gordon Wilson, Boran Han, Christos Faloutsos, Danielle C. Maddix, Luca Masserano, Michael W. Mahoney, Syama Rangapuram, Xiyuan Zhang, Youngsuk Park, Yuyang Wang

arxiv:2412.05244 v1 · 2024-12-06 · 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{S56DRMWINSZKJXRZ4SJXQAX52Y}

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

3 papers in Pith

Data-Driven Forecasting of three-Component Seismograms Using Transformer Architectures

Spectral Vision Transformer for Efficient Tokenization with Limited Data

What If We Let Forecasting Forget? A Sparse Bottleneck for Cross-Variable Dependencies

Receipt and verification

First computed	2026-07-05T09:45:30.771987Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

977c38b2c86cb2a4de39e4937802fdd60cd9e2751298cb63080c088a6d518e9d

Aliases

arxiv: 2412.05244 · arxiv_version: 2412.05244v1 · doi: 10.48550/arxiv.2412.05244 · pith_short_12: S56DRMWINSZK · pith_short_16: S56DRMWINSZKJXRZ · pith_short_8: S56DRMWI

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/S56DRMWINSZKJXRZ4SJXQAX52Y \
  | 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: 977c38b2c86cb2a4de39e4937802fdd60cd9e2751298cb63080c088a6d518e9d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8508eb1a2fe86e31609175c7759f40814f1297e37cc73d0bcde66259e568b8e3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-06T18:22:59Z",
    "title_canon_sha256": "4b0205bfe2f8833d52746c3655414951b5dd9cefcaf56bb8bfe7ec538ffce06e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.05244",
    "kind": "arxiv",
    "version": 1
  }
}