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Pith Number

pith:73JUYNBO

pith:2026:73JUYNBOIQHXR344ZQVJCUA5ZB
not attested not anchored not stored refs pending

AnomSeer: Reinforcing Multimodal LLMs to Reason for Time-Series Anomaly Detection

Duanqing Xu, Han Yu, Haoran Shi, Junru Zhang, Lang Feng, Xu Guo, Yabo Dong

arxiv:2602.08868 v2 · 2026-02-09 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{73JUYNBOIQHXR344ZQVJCUA5ZB}

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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 2026-06-02T02:04:14.435844Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fed34c342e440f78ef9ccc2a91501dc857b194f2548ec7cf04bf0abe56aa5dd8

Aliases

arxiv: 2602.08868 · arxiv_version: 2602.08868v2 · doi: 10.48550/arxiv.2602.08868 · pith_short_12: 73JUYNBOIQHX · pith_short_16: 73JUYNBOIQHXR344 · pith_short_8: 73JUYNBO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/73JUYNBOIQHXR344ZQVJCUA5ZB \
  | 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: fed34c342e440f78ef9ccc2a91501dc857b194f2548ec7cf04bf0abe56aa5dd8
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9bb3cb1d5dcd1cc963a99a1a7db744d22e0560ece8a8b851b47620cbdf352f1a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-09T16:30:13Z",
    "title_canon_sha256": "2e5b98c348db752a1db738391d78c6e54054e677a15ee229a948c109b7520a5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.08868",
    "kind": "arxiv",
    "version": 2
  }
}