Pith Number

pith:7GUMBXXS

pith:2024:7GUMBXXSUBBAM4BD7MQGNJ6KXO

not attested not anchored not stored refs pending

TreeMIL: A Multi-instance Learning Framework for Time Series Anomaly Detection with Inexact Supervision

Chen Liu, Haoyu Liu, Shibo He, Shizhong Li

arxiv:2401.11235 v1 · 2024-01-20 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{7GUMBXXSUBBAM4BD7MQGNJ6KXO}

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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

Noise-Resilient Point-wise Anomaly Detection in Time Series Using Weak Segment Labels

Receipt and verification

First computed	2026-07-05T07:35:47.699235Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9a8c0def2a042067023fb2066a7cabb8cd8a96ea3188bdde141b3d01604ff61

Aliases

arxiv: 2401.11235 · arxiv_version: 2401.11235v1 · doi: 10.48550/arxiv.2401.11235 · pith_short_12: 7GUMBXXSUBBA · pith_short_16: 7GUMBXXSUBBAM4BD · pith_short_8: 7GUMBXXS

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/7GUMBXXSUBBAM4BD7MQGNJ6KXO \
  | 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: f9a8c0def2a042067023fb2066a7cabb8cd8a96ea3188bdde141b3d01604ff61

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "091e20a6e68fd044713b5ef6a5d6fa38e34021983dde82f9abba7293325fde37",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-20T14:15:04Z",
    "title_canon_sha256": "80ac607f1863c65d74f45afc2d555f000b76bd54a243e825803046ae8318421e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.11235",
    "kind": "arxiv",
    "version": 1
  }
}