Pith Number

pith:OZINNGMM

pith:2023:OZINNGMMRQIQ4FUQAZ5TMLQWIE

not attested not anchored not stored refs pending

DDMT: Denoising Diffusion Mask Transformer Models for Multivariate Time Series Anomaly Detection

Chaocheng Yang, Tingyin Wang, Xuanhui Yan

arxiv:2310.08800 v2 · 2023-10-13 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{OZINNGMMRQIQ4FUQAZ5TMLQWIE}

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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

Diffusion-based translation between unpaired spontaneous premature neonatal EEG and fetal MEG

Receipt and verification

First computed	2026-07-05T07:06:35.997563Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7650d6998c8c110e1690067b362e16411714c473608abb4fca05f9bea9d6fa09

Aliases

arxiv: 2310.08800 · arxiv_version: 2310.08800v2 · doi: 10.48550/arxiv.2310.08800 · pith_short_12: OZINNGMMRQIQ · pith_short_16: OZINNGMMRQIQ4FUQ · pith_short_8: OZINNGMM

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/OZINNGMMRQIQ4FUQAZ5TMLQWIE \
  | 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: 7650d6998c8c110e1690067b362e16411714c473608abb4fca05f9bea9d6fa09

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "10b11ada5a391f42b218585d1589753b6974ac5c95ad69efd4dd02fc30c40d79",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-13T01:18:41Z",
    "title_canon_sha256": "6757612695503efdefe5336295725ff34a5fec99feb548a69fb4b6e93de671f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.08800",
    "kind": "arxiv",
    "version": 2
  }
}