Pith Number

pith:BGF4GJMB

pith:2024:BGF4GJMBF7KZDPLZLIHVHONG3V

not attested not anchored not stored refs pending

GradStop: Exploring Training Dynamics in Unsupervised Outlier Detection through Gradient

Fan Zhang, Liping Wang, Xuemin Lin, Yihong Huang, Yuang Zhang, Yuanxing Zheng

arxiv:2412.08501 v2 · 2024-12-11 · cs.LG

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\usepackage{pith}
\pithnumber{BGF4GJMBF7KZDPLZLIHVHONG3V}

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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

2 papers in Pith

What Drives the Inlier-Memorization Effect? A Theory of Outlier Detection via Early Training Dynamics

INO-SGD: Addressing Utility Imbalance under Individualized Differential Privacy

Receipt and verification

First computed	2026-07-05T11:01:29.789436Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

098bc325812fd591bd795a0f53b9a6dd7db53632238127659548a173159fcb6a

Aliases

arxiv: 2412.08501 · arxiv_version: 2412.08501v2 · doi: 10.48550/arxiv.2412.08501 · pith_short_12: BGF4GJMBF7KZ · pith_short_16: BGF4GJMBF7KZDPLZ · pith_short_8: BGF4GJMB

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/BGF4GJMBF7KZDPLZLIHVHONG3V \
  | 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: 098bc325812fd591bd795a0f53b9a6dd7db53632238127659548a173159fcb6a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "18f639c3a9370f0e204065ea8c37c3b088036a3b1fd5d180ddeb56fcc1005dfa",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-11T16:07:58Z",
    "title_canon_sha256": "0391585b6c997bde2605298b72f0e1743dae7b3baf9e1ff3634e78960c341572"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.08501",
    "kind": "arxiv",
    "version": 2
  }
}