pith. sign in
Pith Number

pith:6KG6ZGXM

pith:2026:6KG6ZGXMD6WIVY7L4CTCLUSXQ7
not attested not anchored not stored refs pending

Dynamic TMoE: A Drift-Aware Dynamic Mixture of Experts Framework for Non-Stationary Time Series Forecasting

Di Weng, Jiawen Zhu, Shuhan Liu, Yingcai Wu

arxiv:2605.20678 v1 · 2026-05-20 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6KG6ZGXMD6WIVY7L4CTCLUSXQ7}

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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 2026-05-21T01:04:48.831973Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f28dec9aec1fac8ae3ebe0a625d25787cc9b2868c61acf9e7419b7f08403ad44

Aliases

arxiv: 2605.20678 · arxiv_version: 2605.20678v1 · doi: 10.48550/arxiv.2605.20678 · pith_short_12: 6KG6ZGXMD6WI · pith_short_16: 6KG6ZGXMD6WIVY7L · pith_short_8: 6KG6ZGXM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6KG6ZGXMD6WIVY7L4CTCLUSXQ7 \
  | 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: f28dec9aec1fac8ae3ebe0a625d25787cc9b2868c61acf9e7419b7f08403ad44
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a248e6a5e7dc2c20b967b6e6d8dbc1374d9cf951e2a558be1da9b814bb11e881",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-20T03:45:22Z",
    "title_canon_sha256": "742d144ae6419df680af40ce9290277d19ad9d2d2540104bb190a7855721f57e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.20678",
    "kind": "arxiv",
    "version": 1
  }
}