Pith Number

pith:UMEVFO3Z

pith:2022:UMEVFO3ZQCEGFLVALD5QALMA74

not attested not anchored not stored refs pending

Towards Adversarial Evaluations for Inexact Machine Unlearning

Amartya Sanyal, Ameya Prabhu, Philip Torr, Ponnurangam Kumaraguru, Ser-Nam Lim, Shashwat Goel

arxiv:2201.06640 v3 · 2022-01-17 · cs.LG · cs.CV

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\usepackage{pith}
\pithnumber{UMEVFO3ZQCEGFLVALD5QALMA74}

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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

12 papers in Pith

Revisiting Privacy Leakage in Machine Unlearning: Membership Inference Beyond the Forgotten Set

RULER: Representation-Level Verification of Machine Unlearning

AdaProb: Efficient Machine Unlearning via Adaptive Probability

How Does Overparameterization Affect Machine Unlearning of Deep Neural Networks?

Exploring Nonlinear Pathway in Parameter Space for Machine Unlearning

Receipt and verification

First computed	2026-07-05T05:44:37.278733Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a30952bb79808862aea058fb002d80ff3d377f73a4c586a4b39042c62bf6e52c

Aliases

arxiv: 2201.06640 · arxiv_version: 2201.06640v3 · doi: 10.48550/arxiv.2201.06640 · pith_short_12: UMEVFO3ZQCEG · pith_short_16: UMEVFO3ZQCEGFLVA · pith_short_8: UMEVFO3Z

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/UMEVFO3ZQCEGFLVALD5QALMA74 \
  | 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: a30952bb79808862aea058fb002d80ff3d377f73a4c586a4b39042c62bf6e52c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ecf8c40a0688418022baac9130513b7cb10383d88106f2bb23915801da1da97",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-17T21:49:21Z",
    "title_canon_sha256": "bb92a2c4da98f9bdd61c9875c4b674b54cb2c7a3497f8c38338fd7774212288e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.06640",
    "kind": "arxiv",
    "version": 3
  }
}