pith. sign in
Pith Number

pith:GS2TQYYI

pith:2025:GS2TQYYIYB6BREYGQW3LLV6GXD
not attested not anchored not stored refs pending

DMSC: Dynamic Multi-Scale Coordination Framework for Time Series Forecasting

Haonan Yang, Jianchao Tang, Long Lan, Zhuo Li

arxiv:2508.02753 v5 · 2025-08-03 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GS2TQYYIYB6BREYGQW3LLV6GXD}

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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 2026-06-26T01:15:45.241846Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

34b5386308c07c18930685b6b5d7c6b8fe34e16571f5f0231e9b2cadf64f0dbe

Aliases

arxiv: 2508.02753 · arxiv_version: 2508.02753v5 · doi: 10.48550/arxiv.2508.02753 · pith_short_12: GS2TQYYIYB6B · pith_short_16: GS2TQYYIYB6BREYG · pith_short_8: GS2TQYYI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GS2TQYYIYB6BREYGQW3LLV6GXD \
  | 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: 34b5386308c07c18930685b6b5d7c6b8fe34e16571f5f0231e9b2cadf64f0dbe
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5bf12c13acd2d92bdf24ea730a6204c55616965e9742fb6b42dee04f17505c3b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-03T13:11:52Z",
    "title_canon_sha256": "bb1a1fda4dcd2497046fd9e87b4275c3b42e014efbbf8a214ac11d21efc2e166"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.02753",
    "kind": "arxiv",
    "version": 5
  }
}