Pith Number

pith:TIH6RDWW

pith:2024:TIH6RDWW2NCLVLD3EIDWQ77W7O

not attested not anchored not stored refs pending

Inexact Unlearning Needs More Careful Evaluations to Avoid a False Sense of Privacy

Amr Khalifa, Eleni Triantafillou, Ilia Shumailov, Jamie Hayes, Nicolas Papernot

arxiv:2403.01218 v3 · 2024-03-02 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TIH6RDWW2NCLVLD3EIDWQ77W7O}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

6 papers in Pith

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

Towards Reliable Forgetting: A Survey on Machine Unlearning Verification

Unlearning with Asymmetric Sources: Improved Unlearning-Utility Trade-off with Public Data

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

Is your algorithm unlearning or untraining?

Receipt and verification

First computed	2026-07-05T08:21:13.875044Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a0fe88ed6d344baac7b2207687ff6fb9aae51d2d2427e8ef15a491b5439cb67

Aliases

arxiv: 2403.01218 · arxiv_version: 2403.01218v3 · doi: 10.48550/arxiv.2403.01218 · pith_short_12: TIH6RDWW2NCL · pith_short_16: TIH6RDWW2NCLVLD3 · pith_short_8: TIH6RDWW

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/TIH6RDWW2NCLVLD3EIDWQ77W7O \
  | 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: 9a0fe88ed6d344baac7b2207687ff6fb9aae51d2d2427e8ef15a491b5439cb67

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9b86b4af7fe9649c2f1d3b1f35e88e2faebd5b77ce9ac12ac6ba1c7a9bec88d",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-02T14:22:40Z",
    "title_canon_sha256": "2d73b54d3820d1fc2785d410786b9749275a8edb07a36ea1ab9d643719f3a0d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.01218",
    "kind": "arxiv",
    "version": 3
  }
}