Pith Number

pith:T3ISZRGG

pith:2022:T3ISZRGGC74RKZJJVTMYCWWJ5K

not attested not anchored not stored refs pending

Data Augmentation is a Hyperparameter: Cherry-picked Self-Supervision for Unsupervised Anomaly Detection is Creating the Illusion of Success

Jaemin Yoo, Leman Akoglu, Tiancheng Zhao

arxiv:2208.07734 v7 · 2022-08-16 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T3ISZRGGC74RKZJJVTMYCWWJ5K}

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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

NeuCoReClass AD: Redefining Self-Supervised Time Series Anomaly Detection

Receipt and verification

First computed	2026-07-05T06:35:23.713540Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ed12cc4c617f9156529acd9815ac9eaaf379b73206807a11c2e0527e62a29e1

Aliases

arxiv: 2208.07734 · arxiv_version: 2208.07734v7 · doi: 10.48550/arxiv.2208.07734 · pith_short_12: T3ISZRGGC74R · pith_short_16: T3ISZRGGC74RKZJJ · pith_short_8: T3ISZRGG

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/T3ISZRGGC74RKZJJVTMYCWWJ5K \
  | 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: 9ed12cc4c617f9156529acd9815ac9eaaf379b73206807a11c2e0527e62a29e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a87ee161cc15f97a75bb10a9b08e38e0b1d47feec6900686cf3d7a970110998b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-16T13:09:25Z",
    "title_canon_sha256": "ad9e7093f6296e2cb4af9255f5b032c7762774b28b009643542d32961b3578ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.07734",
    "kind": "arxiv",
    "version": 7
  }
}