Pith Number

pith:ISCAMB7U

pith:2024:ISCAMB7UZE4NEBEZN56ABTOJCW

not attested not anchored not stored refs pending

An Adversarial Perspective on Machine Unlearning for AI Safety

Boyi Wei, Florian Tram\`er, Jakub {\L}ucki, Javier Rando, Peter Henderson, Yangsibo Huang

arxiv:2409.18025 v6 · 2024-09-26 · cs.LG · cs.AI · cs.CL · 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{ISCAMB7UZE4NEBEZN56ABTOJCW}

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

5 papers in Pith

RepSelect: Robust LLM Unlearning via Representation Selectivity

Visual-Noise Guided In-Context Distillation for Multimodal Large Language Model Unlearning

OFMU: Optimization-Driven Framework for Machine Unlearning

Downgrade to Upgrade: Optimizer Simplification Enhances Robustness in LLM Unlearning

Is your algorithm unlearning or untraining?

Receipt and verification

First computed	2026-07-05T11:13:13.013479Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

44840607f4c938d204996f7c00cdc915afdcb45df30c333859e9e12ebf0b33a7

Aliases

arxiv: 2409.18025 · arxiv_version: 2409.18025v6 · doi: 10.48550/arxiv.2409.18025 · pith_short_12: ISCAMB7UZE4N · pith_short_16: ISCAMB7UZE4NEBEZ · pith_short_8: ISCAMB7U

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/ISCAMB7UZE4NEBEZN56ABTOJCW \
  | 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: 44840607f4c938d204996f7c00cdc915afdcb45df30c333859e9e12ebf0b33a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c530488dc7035df7f3b3ec70ecf5d52f3b93b4f22dff00b359b9778447423289",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-26T16:32:19Z",
    "title_canon_sha256": "a5fb18fa35092972a793b1b46dedc157836feecbc68ffe086cac3030b00d4bc3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.18025",
    "kind": "arxiv",
    "version": 6
  }
}