Pith. sign in
Pith Number

pith:KH2PS4F2

pith:2024:KH2PS4F2Z7E25QZQIEBDIZWU6P
not attested not anchored not stored refs pending

On the Limitations and Prospects of Machine Unlearning for Generative AI

Heng Chang, Jiangnan Ye, Lianzhe Wang, Shiji Zhou, Yongliang Wu

arxiv:2408.00376 v1 · 2024-08-01 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KH2PS4F2Z7E25QZQIEBDIZWU6P}

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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.
Receipt and verification
First computed 2026-07-05T08:51:02.793328Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

51f4f970bacfc9aec33041023466d4f3d53a8e6376ba23cbacdf96db20fd83fe

Aliases

arxiv: 2408.00376 · arxiv_version: 2408.00376v1 · doi: 10.48550/arxiv.2408.00376 · pith_short_12: KH2PS4F2Z7E2 · pith_short_16: KH2PS4F2Z7E25QZQ · pith_short_8: KH2PS4F2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KH2PS4F2Z7E25QZQIEBDIZWU6P \
  | 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: 51f4f970bacfc9aec33041023466d4f3d53a8e6376ba23cbacdf96db20fd83fe
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d051aafccaf5c984120c608f2d344bf263986dc5d07fba725bc4890cb139fb72",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-01T08:35:40Z",
    "title_canon_sha256": "1d22405fdf481e24e9951e404a82391a7b9fb24af5efceb812bc4ef0be815d0c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.00376",
    "kind": "arxiv",
    "version": 1
  }
}