Pith. sign in
Pith Number

pith:VCEULTY6

pith:2023:VCEULTY643MJWH7WFQ3H2VJ6IF
not attested not anchored not stored refs pending

Quantile LSTM: A Robust LSTM for Anomaly Detection In Time Series Data

Jyotirmoy Sarkar, Preyank Mota, Santonu Sarkar, Snehanshu Saha, Soma Dhavala

arxiv:2302.08712 v1 · 2023-02-17 · cs.LG

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\usepackage{pith}
\pithnumber{VCEULTY643MJWH7WFQ3H2VJ6IF}

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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 2026-07-05T07:43:30.492662Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a88945cf1ee6d89b1ff62c367d553e416f44e090354837d2e794976c7987d6a0

Aliases

arxiv: 2302.08712 · arxiv_version: 2302.08712v1 · doi: 10.48550/arxiv.2302.08712 · pith_short_12: VCEULTY643MJ · pith_short_16: VCEULTY643MJWH7W · pith_short_8: VCEULTY6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/VCEULTY643MJWH7WFQ3H2VJ6IF \
  | 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: a88945cf1ee6d89b1ff62c367d553e416f44e090354837d2e794976c7987d6a0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3180a0f89e25648ba4c2bc51d7651c057ad8fe11c9b3797535fd75c299ba7081",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-17T06:03:16Z",
    "title_canon_sha256": "21d7c95e4bf4619eb5ea73a2df3d022d95057d824f6ed627ee10d63a5da1c973"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.08712",
    "kind": "arxiv",
    "version": 1
  }
}