Pith Number

pith:7HTTNDGS

pith:2024:7HTTNDGSPXUCM6OI6CFJBBJADB

not attested not anchored not stored refs pending

Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts

Caiming Xiong, Chenghao Liu, Doyen Sahoo, Gerald Woo, Juncheng Liu, Roger Zimmermann, Silvio Savarese, Taha Aksu, Xu Liu, Yuxuan Liang

arxiv:2410.10469 v1 · 2024-10-14 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{7HTTNDGSPXUCM6OI6CFJBBJADB}

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Record completeness

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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

16 papers in Pith

Probabilistic Low-Voltage Peak Load Forecasting with Time Series Foundation Models Evaluated on Application-Oriented Metrics

CausalMoE: A Billion-Scale Multimodal Foundation Model for Granger Causal Discovery with Pattern-Routed Heterogeneous Experts

TimeRouter: Efficient and Adaptive Routing of Time-Series Foundation Models

Towards Intrusion Detection Systems for RPL-based IoT Networks using Foundation Models

AME-TS: Anchored Mixture-of-Experts for Time Series Forecasting

Receipt and verification

First computed	2026-07-05T09:20:16.852430Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9e7368cd27de82679c8f08a908520184fada131c96bf8cf37d02b8f396ba9dd

Aliases

arxiv: 2410.10469 · arxiv_version: 2410.10469v1 · doi: 10.48550/arxiv.2410.10469 · pith_short_12: 7HTTNDGSPXUC · pith_short_16: 7HTTNDGSPXUCM6OI · pith_short_8: 7HTTNDGS

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/7HTTNDGSPXUCM6OI6CFJBBJADB \
  | 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: f9e7368cd27de82679c8f08a908520184fada131c96bf8cf37d02b8f396ba9dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "053b0e7687b39a6dae72cf306cdb8ea37c58612e39e2eb7aa945e1ac4961edef",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-14T13:01:11Z",
    "title_canon_sha256": "03385209caa8a64a544caf1d979d09ecb66682385d3ff0bd3da571eb79fec31d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.10469",
    "kind": "arxiv",
    "version": 1
  }
}