Pith Number

pith:35QVYDNJ

pith:2024:35QVYDNJK56OJMM3T6FIVWKDLW

not attested not anchored not stored refs pending

Improved Anomaly Detection through Conditional Latent Space VAE Ensembles

Alexandros Sopasakis, Oskar {\AA}str\"om

arxiv:2410.12328 v1 · 2024-10-16 · cs.LG · cs.CV · math.PR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{35QVYDNJK56OJMM3T6FIVWKDLW}

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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

Learning Traffic Anomalies from Generative Models on Real-Time Observations

Receipt and verification

First computed	2026-07-05T09:21:17.578695Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

df615c0da9577ce4b19b9f8a8ad9435d908ec6b5ac2279b54bebe4a6460d7b44

Aliases

arxiv: 2410.12328 · arxiv_version: 2410.12328v1 · doi: 10.48550/arxiv.2410.12328 · pith_short_12: 35QVYDNJK56O · pith_short_16: 35QVYDNJK56OJMM3 · pith_short_8: 35QVYDNJ

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/35QVYDNJK56OJMM3T6FIVWKDLW \
  | 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: df615c0da9577ce4b19b9f8a8ad9435d908ec6b5ac2279b54bebe4a6460d7b44

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "331a31f7a3aadbf84e4cd40e8612d3af9333bdd1295865584e948bceaf32d20f",
    "cross_cats_sorted": [
      "cs.CV",
      "math.PR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-16T07:48:53Z",
    "title_canon_sha256": "72e5308978a62090de1cbbc687bbbe1b0f82a22b1a117a5a30294e524a6fba32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12328",
    "kind": "arxiv",
    "version": 1
  }
}