Pith. sign in
Pith Number

pith:ZKMHK5NY

pith:2025:ZKMHK5NYLSAPXXDSNKVMFUOYUR
not attested not anchored not stored refs pending

MoFE-Time: Mixture of Frequency Domain Experts for Time-Series Forecasting Models

Chenyu Zhang, Junjie Song, Junming Jiao, Lingming Zeng, Siqi Chen, Sun Yin, Yiwen Liu, Yuji Cao, Zihan Wang

arxiv:2507.06502 v1 · 2025-07-09 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZKMHK5NYLSAPXXDSNKVMFUOYUR}

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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.
Receipt and verification
First computed 2026-07-05T11:34:17.331506Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ca987575b85c80fbdc726aaac2d1d8a45677232032e0b1386d2c25087874cf42

Aliases

arxiv: 2507.06502 · arxiv_version: 2507.06502v1 · doi: 10.48550/arxiv.2507.06502 · pith_short_12: ZKMHK5NYLSAP · pith_short_16: ZKMHK5NYLSAPXXDS · pith_short_8: ZKMHK5NY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZKMHK5NYLSAPXXDSNKVMFUOYUR \
  | 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: ca987575b85c80fbdc726aaac2d1d8a45677232032e0b1386d2c25087874cf42
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "47bc194a15b6443115e46310021cfd0d941a9e32332912f938cd93666d7fa35b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-09T03:00:56Z",
    "title_canon_sha256": "1a100defb6f1798b33c7260e0c7b549c5d654789b93254ff738f9794f44d9875"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.06502",
    "kind": "arxiv",
    "version": 1
  }
}