Pith Number

pith:UBVH3FUI

pith:2024:UBVH3FUIFZPIWTF25HBL7QVNTL

not attested not anchored not stored refs pending

Unlearning as multi-task optimization: A normalized gradient difference approach with an adaptive learning rate

Anil Ramakrishna, Bhanukiran Vinzamuri, Kai-Wei Chang, Mingyi Hong, Volkan Cevher, Xiaomeng Jin, Zhiqi Bu

arxiv:2410.22086 v3 · 2024-10-29 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UBVH3FUIFZPIWTF25HBL7QVNTL}

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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

1 paper in Pith

OFMU: Optimization-Driven Framework for Machine Unlearning

Receipt and verification

First computed	2026-07-05T10:58:46.261116Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a06a7d96882e5e8b4cbae9c2bfc2ad9aebc4b1bcb7ece0d90eb761c38836098c

Aliases

arxiv: 2410.22086 · arxiv_version: 2410.22086v3 · doi: 10.48550/arxiv.2410.22086 · pith_short_12: UBVH3FUIFZPI · pith_short_16: UBVH3FUIFZPIWTF2 · pith_short_8: UBVH3FUI

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/UBVH3FUIFZPIWTF25HBL7QVNTL \
  | 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: a06a7d96882e5e8b4cbae9c2bfc2ad9aebc4b1bcb7ece0d90eb761c38836098c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c06f4e1aa5372e3c6949e5f79927ed55815ca71a14f0d2efe6d2c553e07f13d7",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-29T14:41:44Z",
    "title_canon_sha256": "49278e9acff5b7d5782476c65f6cfe93a48f960e29eefbdeb2110186f8d966e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.22086",
    "kind": "arxiv",
    "version": 3
  }
}