Pith Number

pith:ID2HLXAT

pith:2024:ID2HLXATULG6AOOAMQ5WM5UTBN

not attested not anchored not stored refs pending

Frequency Adaptive Normalization For Non-stationary Time Series Forecasting

Ning Gui, Qiaosha Zou, Songgaojun Deng, Weiwei Ye

arxiv:2409.20371 v1 · 2024-09-30 · 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{ID2HLXATULG6AOOAMQ5WM5UTBN}

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

Non-stationary Diffusion For Probabilistic Time Series Forecasting

Receipt and verification

First computed	2026-07-05T09:13:42.527307Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40f475dc13a2cde039c0643b6676930b4c135f2d46dd3d1b1bcd4877f54f776b

Aliases

arxiv: 2409.20371 · arxiv_version: 2409.20371v1 · doi: 10.48550/arxiv.2409.20371 · pith_short_12: ID2HLXATULG6 · pith_short_16: ID2HLXATULG6AOOA · pith_short_8: ID2HLXAT

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/ID2HLXATULG6AOOAMQ5WM5UTBN \
  | 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: 40f475dc13a2cde039c0643b6676930b4c135f2d46dd3d1b1bcd4877f54f776b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "09de54b04829e2b82d7bf55c1c83840097f25c7981ac0fb8f6bb8176bc39a9cb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-30T15:07:16Z",
    "title_canon_sha256": "5b00e1e57fa552bc45bb34c0844940f40150e213c05e54d61ad9564385b6fb9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.20371",
    "kind": "arxiv",
    "version": 1
  }
}