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Pith Number

pith:GHJDR2SW

pith:2025:GHJDR2SWE3NXFEYJMIYFQPMHNL
not attested not anchored not stored refs pending

Theoretical Foundation of Flow-Based Time Series Generation: Provable Approximation, Generalization, and Efficiency

Chiwun Yang, Jiangxuan Long, Zhao Song

arxiv:2503.14076 v1 · 2025-03-18 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{GHJDR2SWE3NXFEYJMIYFQPMHNL}

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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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T10:33:54.638210Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

31d238ea5626db7293096230583d876ae3ea39df3866cf74bc764e70d33aa0dd

Aliases

arxiv: 2503.14076 · arxiv_version: 2503.14076v1 · doi: 10.48550/arxiv.2503.14076 · pith_short_12: GHJDR2SWE3NX · pith_short_16: GHJDR2SWE3NXFEYJ · pith_short_8: GHJDR2SW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GHJDR2SWE3NXFEYJMIYFQPMHNL \
  | 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: 31d238ea5626db7293096230583d876ae3ea39df3866cf74bc764e70d33aa0dd
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "700af8f86a7e6ec0b38a9873e6033e5695fd2287873b893500c4b7a6fb36f08f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-18T09:53:48Z",
    "title_canon_sha256": "ea1fde1791edc059cf68967b27ba17f27c69b926c3e358fa0848e490cce02756"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.14076",
    "kind": "arxiv",
    "version": 1
  }
}