Pith Number

pith:CIVIUYJR

pith:2024:CIVIUYJRXPNWM2Y26JYWEX3JUG

not attested not anchored not stored refs pending

Deep Frequency Derivative Learning for Non-stationary Time Series Forecasting

Hangting Ye, Kun Yi, Ning An, Qi Zhang, Wei Fan, Zhiyuan Ning

arxiv:2407.00502 v1 · 2024-06-29 · 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{CIVIUYJRXPNWM2Y26JYWEX3JUG}

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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

2 papers in Pith

Non-stationary Diffusion For Probabilistic Time Series Forecasting

SeesawNet: Towards Non-stationary Time Series Forecasting with Balanced Modeling of Common and Specific Dependencies

Receipt and verification

First computed	2026-07-05T08:38:20.634435Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

122a8a6131bbdb666b1af271625f69a195b0cc6d8f1051a8c985597ff77858ca

Aliases

arxiv: 2407.00502 · arxiv_version: 2407.00502v1 · doi: 10.48550/arxiv.2407.00502 · pith_short_12: CIVIUYJRXPNW · pith_short_16: CIVIUYJRXPNWM2Y2 · pith_short_8: CIVIUYJR

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/CIVIUYJRXPNWM2Y26JYWEX3JUG \
  | 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: 122a8a6131bbdb666b1af271625f69a195b0cc6d8f1051a8c985597ff77858ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f5aced9745b6c683fa10bd05b2618a5895a6e261bea9dc3334161995e4d69f3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-29T17:56:59Z",
    "title_canon_sha256": "34c7b9b60ce8633dbf07c81cd57683a97d41bb4860d460f33d9ec83a3d58e208"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.00502",
    "kind": "arxiv",
    "version": 1
  }
}