Pith Number

pith:WQVZ67JM

pith:2024:WQVZ67JMX75O7JRSQSIOWDMXGO

not attested not anchored not stored refs pending

The Utility and Complexity of in- and out-of-Distribution Machine Unlearning

Joshua Kazdan, Rachid Guerraoui, Sanmi Koyejo, Youssef Allouah

arxiv:2412.09119 v3 · 2024-12-12 · cs.LG · cs.CR · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WQVZ67JMX75O7JRSQSIOWDMXGO}

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

1 paper in Pith

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

Receipt and verification

First computed	2026-06-08T01:03:42.620686Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b42b9f7d2cbffaefa6328490eb0d9733adcb99760907ba9435de7194bcdf3629

Aliases

arxiv: 2412.09119 · arxiv_version: 2412.09119v3 · doi: 10.48550/arxiv.2412.09119 · pith_short_12: WQVZ67JMX75O · pith_short_16: WQVZ67JMX75O7JRS · pith_short_8: WQVZ67JM

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/WQVZ67JMX75O7JRSQSIOWDMXGO \
  | 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: b42b9f7d2cbffaefa6328490eb0d9733adcb99760907ba9435de7194bcdf3629

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d95834a225409e2e26276ab6c02d693666432e44f2a8ffd762fa0c7867ec354",
    "cross_cats_sorted": [
      "cs.CR",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-12T09:54:38Z",
    "title_canon_sha256": "dcfcad82cd046b8fd7b66d70032cd7f7610b93fd726d73ca8eb0a47747c6f846"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.09119",
    "kind": "arxiv",
    "version": 3
  }
}